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": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017101",
"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 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_017102",
"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_017103",
"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 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_017104",
"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 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_017105",
"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 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_017106",
"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. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017107",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017108",
"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 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_017109",
"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 Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017110",
"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 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_017111",
"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 Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017112",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017113",
"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_017114",
"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 Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017115",
"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 Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017116",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017117",
"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. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017118",
"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 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_017119",
"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 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_017120",
"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 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_017121",
"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_017122",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017123",
"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 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_017124",
"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 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_017125",
"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 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_017126",
"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). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017127",
"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_017128",
"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 Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017129",
"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_017130",
"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. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017131",
"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 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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017132",
"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_017133",
"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_017134",
"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 Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017135",
"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 Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017136",
"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 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_017137",
"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 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_017138",
"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. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017139",
"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": "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_017140",
"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 Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017141",
"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 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_017142",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017143",
"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 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_017144",
"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 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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017145",
"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 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_017146",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017147",
"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 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_017148",
"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 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_017149",
"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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017150",
"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_017151",
"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 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_017152",
"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 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_017153",
"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 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_017154",
"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": "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_017155",
"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": "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_017156",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017157",
"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 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_017158",
"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_017159",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017160",
"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": "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_017161",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017162",
"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 Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017163",
"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 Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017164",
"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": "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_017165",
"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 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_017166",
"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 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_017167",
"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 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_017168",
"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 Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017169",
"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 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_017170",
"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 Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017171",
"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_017172",
"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 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_017173",
"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 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_017174",
"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 Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017175",
"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_017176",
"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_017177",
"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 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_017178",
"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_017179",
"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). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017180",
"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 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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017181",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017182",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017183",
"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": "Define Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017184",
"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_017185",
"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 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_017186",
"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. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017187",
"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 Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017188",
"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 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_017189",
"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 Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017190",
"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 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_017191",
"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 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_017192",
"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_017193",
"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 Natural rate of unemployment concisely and include one example application."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017194",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017195",
"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 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_017196",
"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_017197",
"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 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_017198",
"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 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_017199",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017200",
"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"
} |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.