| """
|
| school_classifier.py — InternScrapper school tagging module.
|
|
|
| Classifies a job by title + company name into university school programs.
|
| Uses word-boundary-aware regex so "java" never matches "javascript".
|
| Each job receives at least one program tag; if nothing clears the threshold
|
| the single top-scoring program is used as a fallback.
|
| """
|
| import re
|
|
|
|
|
| SCHOOLS: dict[str, dict] = {
|
| "SOLAS": {
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| "name": "School of Liberal Arts and Sciences",
|
| "programs": [
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| "B.Sc. Psychology",
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| "B.Sc. Environmental Science",
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| "B.A. Philosophy",
|
| "B.A. Politics and International Relations",
|
| ],
|
| },
|
| "SOB": {
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| "name": "School of Business",
|
| "programs": [
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| "BBA Digital Marketing",
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| "BBA Capital Markets",
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| "BBA Business Intelligence and Data Analytics",
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| "BBA Finance",
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| "BBA Human Resources",
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| "BBA Marketing",
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| "BBA Business (General)",
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| "B.Com. Accounting and Commerce",
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| "B.Com. ACCA International Accounting",
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| "MBA Data and AI",
|
| "MBA Finance",
|
| "MBA Management",
|
| ],
|
| },
|
| "SODI": {
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| "name": "School of Design and Innovation",
|
| "programs": [
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| "B.Des. Interior Environments",
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| "B.Des. Product and Industrial Design",
|
| "B.Des. Transdisciplinary Design",
|
| "B.Des. User Experience",
|
| "B.Des. Communication and New Media",
|
| ],
|
| },
|
| "SoEPP": {
|
| "name": "School of Economics and Public Policy",
|
| "programs": [
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| "B.Sc. Economics with Data Analytics",
|
| "B.Sc. Economics with Development Studies",
|
| "M.A. Public Policy and e-Governance",
|
| ],
|
| },
|
| "SOCSE": {
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| "name": "School of Computer Science and Engineering",
|
| "programs": [
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| "B.Tech. / B.Sc. Computer Science and Engineering",
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| "B.Sc. Data Science",
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| "BCA Computer Applications",
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| "B.Des. User Experience",
|
| "B.Des. Communication and New Media",
|
| ],
|
| },
|
| "SOFMCA": {
|
| "name": "School of Film, Media and Creative Arts",
|
| "programs": [
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| "B.Sc. Filmmaking",
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| "B.Sc. Animation, VFX and Gaming",
|
| "B.A. Media and Journalism",
|
| "B.A. Acting",
|
| ],
|
| },
|
| "SOLaw": {
|
| "name": "School of Law",
|
| "programs": [
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| "LL.B. Law",
|
| "B.Sc. Criminology, Cyber Law and Forensic Sciences",
|
| ],
|
| },
|
| "SOAHP": {
|
| "name": "School of Allied and Healthcare Professions",
|
| "programs": [
|
| "B.Sc. Cardiac Care Technology",
|
| "B.Sc. Anaesthesia and OT Technology",
|
| "B.Sc. Medical Laboratory Technology",
|
| ],
|
| },
|
| }
|
|
|
|
|
|
|
|
|
|
|
| PROGRAM_KEYWORDS: dict[str, list[str]] = {
|
|
|
|
|
| "B.Sc. Psychology": [
|
| "psychology", "psychologist", "mental health", "counselor", "counselling",
|
| "counseling", "therapist", "therapy", "cognitive science", "behavioral science",
|
| "clinical psychology", "neuropsychology", "wellness coach", "well-being",
|
| "wellbeing", "social worker", "social work", "occupational therapy",
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| "organizational psychology", "school counselor", "rehabilitation specialist",
|
| "psychometrics", "behavioral researcher",
|
| ],
|
| "B.Sc. Environmental Science": [
|
| "environmental science", "ecology", "ecologist", "sustainability",
|
| "climate change", "climate analyst", "conservation", "environmental consultant",
|
| "pollution control", "renewable energy", "GIS analyst", "geoscience",
|
| "green energy", "carbon footprint", "biodiversity", "environmental analyst",
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| "environmental engineer", "water quality", "waste management", "solar energy",
|
| "environmental policy", "LEED", "carbon credit", "sustainability analyst",
|
| "environment", "environmental", "environmental intern", "environmental internship",
|
| ],
|
| "B.A. Philosophy": [
|
| "philosophy", "philosophical", "ethics researcher", "ethicist",
|
| "epistemology", "humanities researcher", "liberal arts", "logic analyst",
|
| "sociology", "sociologist", "history", "historian", "historical",
|
| ],
|
| "B.A. Politics and International Relations": [
|
| "political science", "politics", "international relations", "policy analyst",
|
| "policy research", "diplomat", "diplomacy", "governance", "public affairs",
|
| "foreign affairs", "geopolitics", "think tank", "government relations",
|
| "foreign policy", "political analyst", "international affairs",
|
| "UN intern", "united nations", "parliamentary", "advocacy",
|
| "policy advisor", "political researcher", "research assistant", "research intern",
|
| ],
|
|
|
|
|
| "BBA Digital Marketing": [
|
| "digital marketing", "SEO", "SEM", "search engine optimization", "PPC",
|
| "pay per click", "Google ads", "Facebook ads", "social media marketing",
|
| "content marketing", "performance marketing", "email marketing",
|
| "growth hacking", "influencer marketing", "affiliate marketing",
|
| "programmatic advertising", "marketing automation", "social media manager",
|
| "digital advertising", "paid media", "inbound marketing",
|
| ],
|
| "BBA Capital Markets": [
|
| "capital markets", "equity research", "investment banking", "trading analyst",
|
| "stock market", "securities analyst", "portfolio management",
|
| "wealth management", "derivatives", "fixed income", "Bloomberg terminal",
|
| "asset management", "fund management", "stockbroker", "quantitative analyst",
|
| "quant analyst", "credit analyst", "equity analyst",
|
| ],
|
| "BBA Business Intelligence and Data Analytics": [
|
| "business intelligence", "BI analyst", "BI developer", "business analyst",
|
| "SQL analyst", "Tableau", "Power BI", "data visualization", "reporting analyst",
|
| "MIS analyst", "market research analyst", "analytics consultant",
|
| "insights analyst", "business analytics", "Looker", "dashboard analyst",
|
| ],
|
| "BBA Finance": [
|
| "financial analyst", "financial modeling", "FP&A", "financial planning",
|
| "corporate finance", "budgeting analyst", "financial reporting",
|
| "investment analyst", "financial controller", "finance intern",
|
| "fund accounting", "valuation analyst", "M&A analyst",
|
| "private equity", "venture capital", "due diligence",
|
| ],
|
| "BBA Human Resources": [
|
| "human resources", "HR", "recruiter", "talent acquisition", "people operations",
|
| "HRBP", "HR analyst", "HR intern", "workforce planning", "employee engagement",
|
| "learning and development", "compensation analyst", "payroll analyst",
|
| "organizational development", "HR operations", "talent management",
|
| "HR generalist", "people analytics",
|
| ],
|
| "BBA Marketing": [
|
| "marketing", "brand management", "brand associate", "marketing coordinator",
|
| "marketing intern", "campaign management", "advertising", "public relations",
|
| "PR executive", "brand strategy", "product marketing", "go-to-market",
|
| "market research", "marketing manager", "brand manager",
|
| ],
|
| "BBA Business (General)": [
|
| "business development", "operations analyst", "management trainee",
|
| "sales executive", "business operations", "supply chain analyst",
|
| "logistics coordinator", "account manager", "client relations",
|
| "customer success", "CRM analyst", "key account manager",
|
| "strategy analyst", "operations management", "project coordinator",
|
| ],
|
| "B.Com. Accounting and Commerce": [
|
| "accounting", "accountant", "taxation", "bookkeeping", "auditor",
|
| "chartered accountant", "CA intern", "GST consultant", "tally",
|
| "SAP finance", "cost accounting", "financial accounting", "accounts executive",
|
| "accounts payable", "accounts receivable", "tax analyst", "tax consultant",
|
| "statutory audit", "internal audit", "finance executive",
|
| "banking intern", "insurance analyst",
|
| ],
|
| "B.Com. ACCA International Accounting": [
|
| "ACCA", "international accounting", "financial reporting", "IFRS", "US GAAP",
|
| "assurance", "external audit", "Big 4", "big four", "transfer pricing",
|
| "forensic accounting",
|
| ],
|
|
|
|
|
| "MBA Data and AI": [
|
| "AI strategy", "data science manager", "ML product manager",
|
| "AI product manager", "analytics lead", "head of analytics",
|
| "data platform manager", "MLOps manager", "AI governance",
|
| "data science lead", "analytics director",
|
| ],
|
| "MBA Finance": [
|
| "investment manager", "portfolio manager", "fund manager", "financial planner",
|
| "CFO", "finance manager", "treasury manager", "financial strategy",
|
| "wealth advisor", "financial services manager", "banking strategy",
|
| "credit risk manager", "asset management director",
|
| ],
|
| "MBA Management": [
|
| "management consultant", "strategy consultant", "management consulting",
|
| "product manager", "program manager", "general manager", "chief of staff",
|
| "strategic planning", "business strategy", "startup", "entrepreneurship",
|
| "venture", "COO", "operations director",
|
| ],
|
|
|
|
|
|
|
|
|
| "B.Des. User Experience": [
|
| "ux designer", "user experience designer", "ui/ux", "ui ux", "UX researcher",
|
| "interaction designer", "figma", "prototyping", "wireframing",
|
| "usability testing", "design systems", "HCI", "information architecture",
|
| "user research", "design thinking", "product designer",
|
| ],
|
| "B.Des. Interior Environments": [
|
| "interior design", "interior designer", "interior decorator", "space design",
|
| "architectural design", "spatial design", "interior architect",
|
| "hospitality design", "retail design", "AutoCAD", "SketchUp", "Revit",
|
| "furniture designer", "space planner",
|
| ],
|
| "B.Des. Communication and New Media": [
|
| "graphic designer", "graphic design", "communication design",
|
| "visual designer", "brand designer", "typography", "illustrator",
|
| "motion graphics", "motion designer", "visual communication",
|
| "advertising design", "print design", "InDesign", "After Effects",
|
| "creative director", "art director",
|
| ],
|
| "B.Des. Product and Industrial Design": [
|
| "industrial designer", "industrial design", "3D designer", "CAD designer",
|
| "SolidWorks", "Rhino3D", "manufacturing design", "consumer product design",
|
| "hardware design", "packaging designer", "product designer",
|
| ],
|
| "B.Des. Transdisciplinary Design": [
|
| "design researcher", "service design", "systems design", "design strategy",
|
| "innovation design", "social innovation", "design lead", "design strategist",
|
| "design", "designer", "design intern", "design internship", "creative intern",
|
| ],
|
|
|
|
|
| "B.Sc. Economics with Data Analytics": [
|
| "economics", "economist", "econometrics", "economic analysis",
|
| "quantitative economics", "economic research", "economic modelling",
|
| "macroeconomics", "microeconomics", "research economist",
|
| ],
|
| "B.Sc. Economics with Development Studies": [
|
| "development economics", "social development", "international development",
|
| "poverty alleviation", "development studies", "SDG", "rural development",
|
| "development sector", "non-profit", "UNICEF", "World Bank intern",
|
| "development finance", "development", "development intern",
|
| ],
|
| "M.A. Public Policy and e-Governance": [
|
| "public policy", "policy analyst", "policy research", "governance",
|
| "e-governance", "think tank", "policy advocacy", "regulatory affairs",
|
| "public administration", "policy advisor", "regulatory policy",
|
| "digital governance", "civic tech", "government policy", "policy",
|
| "policy intern", "government", "government intern", "research",
|
| "research intern", "public relations", "public relations intern",
|
| ],
|
|
|
|
|
| "B.Tech. / B.Sc. Computer Science and Engineering": [
|
| "software", "developer", "engineer", "programmer", "coder", "coding", "cs", "computer science",
|
| "cyber", "security", "qa", "frontend", "backend", "fullstack", "full stack", "cloud", "devops",
|
| "sde", "swe", "it", "web development", "app development", "mobile development", "android", "ios",
|
| "react", "node", "python", "java", "c++", "golang", "flutter", "aws", "azure", "gcp",
|
| "testing", "blockchain", "web3", "systems engineer", "network engineer", "site reliability", "sre",
|
| "hardware", "embedded",
|
| "software engineer", "software developer", "SWE", "SDE",
|
| "backend developer", "backend engineer", "frontend developer",
|
| "frontend engineer", "full stack", "fullstack", "full-stack developer",
|
| "web developer", "web engineer", "python developer", "java developer",
|
| "node.js developer", "react developer", "angular developer",
|
| "DevOps engineer", "cloud engineer", "platform engineer",
|
| "site reliability engineer", "SRE", "embedded engineer",
|
| "systems engineer", "mobile developer", "iOS developer", "android developer",
|
| "Flutter developer", "React Native developer", "engineering intern",
|
| "software intern", "developer intern", "tech intern",
|
| "QA engineer", "quality assurance engineer", "security engineer",
|
| "blockchain developer", "game programmer", "React JS Developer"
|
| ],
|
| "B.Sc. Data Science": [
|
| "data", "ml", "ai", "artificial intelligence", "machine learning", "analytics", "nlp",
|
| "data analyst", "data engineer", "data science", "computer vision", "quality assurance",
|
| "data scientist", "machine learning engineer", "ML engineer",
|
| "AI engineer", "deep learning", "natural language processing", "NLP engineer",
|
| "computer vision engineer", "neural network", "predictive modeling",
|
| "feature engineering", "TensorFlow", "PyTorch", "scikit-learn",
|
| "data analyst", "data engineer", "ETL developer", "data pipeline",
|
| "data mining", "statistical modeling", "machine learning",
|
| "artificial intelligence", "generative AI", "React JS Developer"
|
| ],
|
| "BCA Computer Applications": [
|
| "computer applications", "IT support engineer", "technical support",
|
| "system administrator", "network administrator", "database administrator",
|
| "DBA intern", "IT intern", "help desk", "desktop support", "React JS Developer"
|
| ],
|
|
|
|
|
| "B.Sc. Filmmaking": [
|
| "filmmaker", "film director", "cinematographer", "film production",
|
| "video production", "video editor", "post-production", "DOP",
|
| "screenwriter", "scriptwriter", "storyboard artist", "documentary filmmaker",
|
| "cinematography", "production assistant", "film crew",
|
| ],
|
| "B.Sc. Animation, VFX and Gaming": [
|
| "animator", "2D animator", "3D animator", "VFX artist", "visual effects",
|
| "3D artist", "game designer", "game developer", "Unity developer",
|
| "Unreal Engine developer", "motion capture", "character rigger",
|
| "concept artist", "gaming", "3D animation", "compositing artist",
|
| "Blender", "Maya", "ZBrush", "level designer", "game artist",
|
| ],
|
| "B.A. Media and Journalism": [
|
| "journalist", "reporter", "news writer", "content writer", "copywriter",
|
| "content creator", "editorial", "broadcast journalist", "media relations",
|
| "communications executive", "digital media", "social media executive",
|
| "news anchor", "sub-editor", "online media", "media analyst",
|
| ],
|
| "B.A. Acting": [
|
| "actor", "actress", "theatre", "stage performer", "casting coordinator",
|
| "performing arts", "drama teacher", "voice artist", "voice over artist",
|
| "screen acting",
|
| ],
|
|
|
|
|
| "LL.B. Law": [
|
| "legal intern", "law intern", "paralegal", "lawyer", "attorney",
|
| "legal researcher", "legal analyst", "corporate law", "legal counsel",
|
| "in-house counsel", "associate lawyer", "legal associate", "law clerk",
|
| "legal compliance officer", "contract management", "intellectual property",
|
| "corporate counsel", "legal advisory", "legal officer", "litigation",
|
| "legal drafting", "law", "legal", "lawyer", "advocate", "court",
|
| "legal internship", "law internship", "law/legal", "legal compliance-intern",
|
| "compliance internship",
|
| ],
|
| "B.Sc. Criminology, Cyber Law and Forensic Sciences": [
|
| "cyber law", "cybersecurity analyst", "forensic analyst", "digital forensics",
|
| "criminology", "crime analyst", "forensic science", "cybercrime investigator",
|
| "privacy law", "data protection officer", "GDPR compliance",
|
| "security analyst", "cyber compliance", "incident response analyst",
|
| "threat intelligence analyst", "infosec", "information security",
|
| ],
|
|
|
|
|
| "B.Sc. Cardiac Care Technology": [
|
| "cardiac technician", "cardiology technician", "ECG technician",
|
| "echocardiography", "cardiac catheterization", "cardiovascular technician",
|
| "cardiac care", "Holter monitoring", "cardiac sonographer",
|
| ],
|
| "B.Sc. Anaesthesia and OT Technology": [
|
| "anaesthesia technician", "anesthesia technician",
|
| "operation theatre technician", "OT technician", "surgical technician",
|
| "perioperative technician", "scrub technician", "OT assistant",
|
| ],
|
| "B.Sc. Medical Laboratory Technology": [
|
| "medical laboratory technician", "lab technician", "clinical laboratory",
|
| "pathology laboratory", "microbiology technician", "hematology technician",
|
| "phlebotomist", "medical lab technician", "biochemistry technician",
|
| "blood bank technician", "histopathology", "healthcare", "medical",
|
| "clinical", "laboratory", "nursing", "public health", "clinical research",
|
| "hospital administration", "pharma", "nurse", "pharmaceutical", "health",
|
| "healthcare intern", "medical intern", "nursing intern", "pharma intern",
|
| ],
|
| }
|
|
|
|
|
| _registered = {p for data in SCHOOLS.values() for p in data["programs"]}
|
| _keyed = set(PROGRAM_KEYWORDS.keys())
|
| assert _registered == _keyed, (
|
| f"SCHOOLS/PROGRAM_KEYWORDS mismatch — missing keys: {_registered ^ _keyed}"
|
| )
|
|
|
|
|
|
|
|
|
| _COMPILED: dict[str, list[re.Pattern[str]]] = {
|
| prog: [
|
| re.compile(r"(?<!\w)" + re.escape(kw.lower()) + r"(?!\w)")
|
| for kw in keywords
|
| ]
|
| for prog, keywords in PROGRAM_KEYWORDS.items()
|
| }
|
|
|
|
|
| _PROG_TO_SCHOOL: dict[str, list[str]] = {}
|
| for code, data in SCHOOLS.items():
|
| for prog in data["programs"]:
|
| if prog not in _PROG_TO_SCHOOL:
|
| _PROG_TO_SCHOOL[prog] = []
|
| _PROG_TO_SCHOOL[prog].append(code)
|
|
|
|
|
|
|
|
|
| def classify_job(title: str, company: str, threshold: int = 1) -> dict:
|
| """Return matched programs and parent schools for a job.
|
|
|
| Args:
|
| title: Job title (may be None — handled gracefully).
|
| company: Company name (may be None — handled gracefully).
|
| threshold: Minimum keyword-hit count to count as a match. Default 1.
|
|
|
| Returns:
|
| {
|
| "programs": list[str], # matched program names, score-descending
|
| "schools": list[str], # unique parent school codes, insertion-ordered
|
| }
|
| """
|
| text = f"{title or ''} {company or ''}".lower()
|
|
|
| scores: dict[str, int] = {
|
| prog: sum(1 for pat in patterns if pat.search(text))
|
| for prog, patterns in _COMPILED.items()
|
| }
|
|
|
| matched = [p for p, s in scores.items() if s >= threshold]
|
|
|
|
|
| matched.sort(key=lambda p: scores[p], reverse=True)
|
|
|
|
|
| schools = []
|
| for p in matched:
|
| for school_code in _PROG_TO_SCHOOL[p]:
|
| if school_code not in schools:
|
| schools.append(school_code)
|
|
|
| return {"programs": matched, "schools": schools}
|
|
|
