Emerging Finance Roles

Andrew Ng (Coursera ML) remains the #1 ML foundations recommendation globally. StatQuest for intuitive ML explanations with zero jargon. Sentdex for applied ML in trading. Krish Naik bridges Hindi ML education for Indian students with strong practitioner credibility.

Credit Default Prediction Model

Build a binary classification model to predict whether a loan will default. Use a public credit dataset (e.g. LendingClub from Kaggle, or RBI published NPA data). Train at least two models (logistic regression + random forest). Evaluate using AUC-ROC, precision/recall, and confusion matrix. Write a business interpretation: what does a 0.1% improvement in AUC mean for a bank's loss rate? Package as a Jupyter notebook and a 1-page PDF summary.

Time box: 5-7 days

Data/source: Kaggle credit datasets (free), LendingClub public data

Built credit default prediction model using logistic regression and random forest; achieved AUC of 0.XX; interpreted results in terms of bank loss rate reduction.

Sentdex is the consensus Python-for-finance community pick — cited by professional quants on GitHub, Quora, and r/algotrading. Harvard's CS50P for rigorous fundamentals first. Krish Naik for Hindi. Reddit r/learnpython and r/algotrading consistently recommend CS50P → Sentdex as the path.

Financial Time Series Analysis Notebook

Build a Python notebook that pulls 3 years of price data for 5 NSE stocks using yfinance, calculates daily returns, rolling volatility, and Sharpe ratio for each, plots correlation heatmaps and cumulative return charts, and outputs a one-page PDF summary. The notebook must be clean enough to share with an employer as a portfolio piece.

Time box: 3-4 days

Data/source: yfinance (free), NSE/BSE historical data

Built Python notebook for multi-stock time series analysis using pandas and yfinance; computed Sharpe ratios, rolling volatility, and correlation matrix across NSE equities.

FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

NBFC risk dashboard

Build a risk dashboard for an NBFC using credit, liquidity, concentration, and stress-test indicators from public disclosures.

Built an NBFC risk dashboard with stress scenarios and early-warning indicators.

Sentdex is the consensus Python algotrading resource on r/algotrading. QuantConnect for backtesting platform. Patrick Boyle covers institutional algo trading. Market Gurukul for Hindi NSE algo context (SEBI co-location rules, Zerodha/Kite API).

Mean-Reversion Strategy - Indian Equities Backtest with Walk-Forward Validation

Build a mean-reversion strategy for Indian equities in Python. Strategy: when a Nifty 200 stock's 20-day RSI drops below 30, buy; when RSI exceeds 70, sell. Universe: all Nifty 200 stocks with >2 years of data. Backtest over 3 years of NSE price data. Calculate: CAGR, Sharpe ratio, max drawdown, win rate, average hold period. Then run walk-forward validation (train on 2021-2022, test on 2023) to check for overfitting. Compare performance to Nifty 50 buy-and-hold benchmark. Write a 2-page strategy evaluation report including transaction cost assumptions.

Time box: 5-7 days

Data/source: yfinance (free NSE price data), NSE Bhavcopy archives (free)

Developed and backtested RSI mean-reversion strategy for Nifty 200 universe over 3 years; validated with walk-forward test; achieved Sharpe of X vs. Nifty 50 benchmark with 2-page strategy evaluation.

CFA Institute is the authoritative ESG source globally. SEBI BRSR mandates make ESG essential for Indian listed company analysis. The Valuation School covers India ESG (BRSR framework, NVG/NGRBC, SEBI disclosure requirements). r/ESGInvesting for practitioner discussions.

ESG Scorecard for a NIFTY 100 Company

Choose a NIFTY 100 company. Using its BRSR report and annual report, build an ESG scorecard across Environmental (GHG, water, waste), Social (employee safety, diversity, CSR), and Governance (board independence, related-party transactions, auditor tenure). Score each 1-5 with evidence. Compare to any available third-party rating (MSCI, Sustainalytics, CRISIL ESG). Write a 2-page ESG investment memo.

Time box: 4-5 days

Data/source: BSE India BRSR filings, company annual reports

Built BRSR-based ESG scorecard for [Company]; scored E/S/G dimensions with evidence and wrote 2-page investment memo benchmarked against MSCI/CRISIL ESG ratings.

FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Green bond assessment memo

Assess an Indian green bond or sustainable-finance case using use-of-proceeds, impact metrics, and climate-risk disclosures.

Prepared a green bond assessment memo covering use of proceeds, impact metrics, and climate-risk disclosures.

FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Nifty 50 model portfolio

Create a five-stock model portfolio from Nifty 50 names with allocation rules, sector exposure, return/risk metrics, and rebalance logic.

Built a Nifty 50 model portfolio with allocation rules, risk metrics, and a monthly factsheet.

Labour Law Advisor covers all Indian regulatory frameworks comprehensively in Hindi — widely used by compliance trainees and CA/CS students. IICA publishes free governance explainers. The Valuation School covers SEBI regulations for finance career preparation.

DRHP Section-by-Section Analysis

Download the DRHP of any recent Indian IPO from SEBI's website. Write a 4-page structured analysis: business overview, use of proceeds vs. valuation logic, top 5 risk factors by severity, related-party transactions and their significance, and your assessment of whether disclosures raise any concerns. Include specific SEBI ICDR Regulation references where relevant.

Time box: 4-5 days

Data/source: SEBI DRHP public database (sebi.gov.in)

Conducted DRHP analysis for [Company]'s IPO; evaluated use of proceeds, risk factor quality, and related-party disclosures against SEBI ICDR Regulations.

a16z blog posts on unit economics are the VC practitioner standard. Y Combinator's unit economics videos are widely shared in startup Twitter/X. Alex the Analyst for cohort analysis in Excel/SQL. The Valuation School covers Indian startup unit economics (D2C, SaaS, fintech, BNPL).

Unit Economics Model for an Indian Consumer Startup

Pick a well-known Indian consumer startup (Swiggy, Zepto, Razorpay, CRED, etc.). Using publicly available data (news, DRHP, media founder interviews), build a unit economics model estimating CAC, average order value, gross margin per order, LTV, and payback period. Build Bull/Base/Bear scenarios showing when LTV > 3x CAC. Write a 1-page VC investment thesis on whether the unit economics support the business model.

Time box: 4-5 days

Data/source: Crunchbase free tier, Inc42, Entrackr, DRHP filings

Built unit economics model for [Startup] with LTV/CAC analysis; identified payback period and break-even customer volume across 3 scenarios; wrote VC-format investment thesis.

World Bank/OLC for the development finance framework. BIWS for project finance model mechanics. TWSS for Indian infrastructure finance context in Hindi. The most impactful practice: download any SEBI-registered Infrastructure Investment Trust (InvIT) prospectus (PowerGrid InvIT, NHAI InvIT) - these are 200-page project finance documents that show real infrastructure cash flow modeling in Indian markets. FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Solar Power Plant Project Finance Model - Indian Context

Build a complete project finance model for a 100 MW solar power plant in Rajasthan, India. Assumptions: INR 4.5 Cr/MW capital cost, 25-year PPA at INR 3.00/unit with NTPC/SECI, 70/30 debt-equity, senior debt at 8.5% for 18 years, DSCR covenant of 1.20x. Model construction phase (18 months), ramp-up (Year 1 = 85% capacity, Year 2+ = 90% CUF), operating costs, depreciation, and tax. Calculate annual DSCR, LLCR, project IRR, equity IRR, and the minimum tariff at which the project breaks even. Include a sensitivity table on CUF vs. tariff.

Time box: 5-7 days

Data/source: MNRE solar resource atlas (free), CEA electricity tariff orders (free), RBI reference rates for debt pricing

Built 25-year project finance model for 100 MW solar IPP in India; computed DSCR, LLCR, project and equity IRR; sensitivity-tested tariff and CUF assumptions; wrote bankability memo.

Stanford's Matt Abrahams is the most respected English communication educator for professionals. Ankur Warikoo is undisputably India's #1 career communication resource in Hindi - his combination of ISB MBA background, Fortune recognition, and 5 bestselling career books gives him unmatched credibility for Indian students. FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

3-Minute Stock Pitch - Recorded and Self-Reviewed

Record yourself delivering a 3-minute verbal pitch on a stock of your choice. The pitch must include: investment thesis, key financial metrics, one risk and how you'd mitigate it, and a buy/sell recommendation. Record on your phone or Loom. Review it critically against a rubric: clarity of thesis, handling of numbers, pacing, filler words, eye contact. Revise and record a second version. Compare both.

Time box: 2 days (including revisions)

Data/source: Your own equity research project (link to valuation project above)

Delivered stock pitch for [Company] in simulated investment committee setting; recorded, self-reviewed, and revised against professional communication rubric.

The Pyramid Principle is the non-negotiable framework - learn it before your first day at any finance or consulting firm. The Coursera Business Writing course is the best free structured path. Warikoo covers the Hindi-language side of professional communication with credibility. FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Investment Memo - 2 Pages, Pyramid Structure

Write a 2-page investment memo for a fictional IC (Investment Committee) recommending whether to invest INR 10 Cr in a listed Indian mid-cap company. Use the Pyramid Principle: lead with your recommendation, then support it with 3 key arguments, then provide evidence for each. No bullet-point dumps - write in professional prose. Get someone to read it cold and tell you what your recommendation was after reading only the first paragraph.

Time box: 2-3 days

Data/source: Your valuation project as the analytical foundation

Authored 2-page IC-format investment memo for INR 10 Cr equity investment using Pyramid Principle structure; memo communicated recommendation within opening paragraph.

HBR YouTube is the English professional standard for stakeholder management education. Warikoo is the Hindi equivalent for Indian workplace context. The most important principle: over-communicate before deliverables are late, not after. This single habit separates trusted analysts from unreliable ones. FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Stakeholder Map + Difficult Conversation Role-Play

For any internship, college project, or mock deal scenario you have done: create a stakeholder map identifying all people involved, their interests, their power level, and how you would manage each. Then write out 3 difficult conversations you would need to have (e.g. telling an MD the model has an error, asking a client for an extension, pushing back on an unrealistic deadline). Script each conversation using the HBR 'SBI' (Situation-Behavior-Impact) framework. Role-play them with a friend or record yourself.

Time box: 2-3 days

Data/source: Your own experience (internship, project, capstone)

Managed cross-functional stakeholder communication across [X] parties during [project]; navigated conflicting priorities by proactive expectation-setting and structured escalation.

Ali Abdaal for evidence-based productivity systems in English. Warikoo for the Hindi-language equivalent with Indian professional context. The most important thing is not which system you choose - it is building the habit of weekly planning and daily prioritization before you start your job, not after. FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Personal Workflow Audit and System Build

Conduct a 2-week time audit using Toggl (free). Track every hour across 5 categories: deep work, reactive work (email/messages), meetings, admin, and breaks. Analyse where your actual time goes vs. where you think it goes. Then design your personal workflow system: weekly planning template, daily top-3 priorities method, email batching, and a focus block schedule. Run the new system for 2 weeks and compare output quality and stress levels before/after.

Time box: 4 weeks total (ongoing habit, not a one-time task)

Data/source: Your own time tracking data

Designed and implemented personal productivity system using time-block scheduling and weekly review; sustained output quality across 80+ hour simulated deal week during capstone project.

FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Role-specific interview answer bank

Create a technical and behavioral interview bank for a target finance role with STAR stories, model explanations, and project talk tracks.

Built a role-specific finance interview bank with technical answers, behavioral stories, and project talk tracks.

Cole Nussbaumer Knaflic is the undisputed authority on data storytelling - her book and YouTube channel are used in MBA programs globally. For Hindi-language visual communication education, Avi Singh covers the finance-specific application. The most impactful exercise: take your last financial model output and redesign it as if you were presenting it to someone who has never seen a spreadsheet. FinPreparoo prioritizes free or free-to-audit resources so cost does not block learning. Crowd research uses public Reddit threads, web results, and YouTube search — not private social feeds.

Annual Report Turned Into a 5-Slide Data Story

Take the annual report of any listed Indian company and distill its financial performance story into exactly 5 slides - no more. Each slide must make one clear point. No data dumps, no standard bar charts copied from Excel. Every chart must be redesigned following Cole Nussbaumer's SWD principles: clear title that states the insight, minimal non-data ink, one highlighted data point that drives the message. The audience is a CEO with 5 minutes.

Time box: 2-3 days

Data/source: BSE India annual reports (free)

Distilled [Company] annual report into 5-slide CEO-facing data story; redesigned financial charts following SWD principles to drive single clear insight per slide.