prompt dict | response string | meta dict | fact_sources list | artifacts dict |
|---|---|---|---|---|
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023201",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023202",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023203",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023204",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023205",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023206",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Natural rate of unemployment concisely and include one example application."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023207",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Elasticity concisely and include one example application."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023208",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Elasticity concisely and include one example application."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023209",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023210",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023211",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023212",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023213",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023214",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023215",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023216",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023217",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023218",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023219",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is GDP deflator? Provide a precise definition and one implication."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023220",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023221",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023222",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023223",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023224",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023225",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023226",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is GDP deflator? Provide a precise definition and one implication."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023227",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023228",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023229",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023230",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023231",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023232",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023233",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023234",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023235",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023236",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is GDP deflator? Provide a precise definition and one implication."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023237",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023238",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is GDP deflator? Provide a precise definition and one implication."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023239",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023240",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023241",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023242",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023243",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023244",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023245",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023246",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is GDP deflator? Provide a precise definition and one implication."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023247",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023248",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023249",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023250",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023251",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023252",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023253",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023254",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Elasticity concisely and include one example application."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023255",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023256",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023257",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023258",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023259",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023260",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023261",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is GDP deflator? Provide a precise definition and one implication."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023262",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023263",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023264",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023265",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023266",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023267",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023268",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023269",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023270",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023271",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023272",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023273",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023274",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023275",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023276",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023277",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023278",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023279",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023280",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023281",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Natural rate of unemployment concisely and include one example application."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023282",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023283",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023284",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023285",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023286",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023287",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023288",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023289",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023290",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023291",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023292",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023293",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023294",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023295",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023296",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023297",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023298",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023299",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023300",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
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