Data Sciences Challenges
Explore data science challenges on Ewance to build skills employers expect from analysts and ML engineers. Work through challenges on data cleaning, exploratory analysis, modeling, and storytelling with data.
Most Popular
- ResearchSeniorNew
Experimental Design for a Fintech App's Savings Nudge
You are a behavioral data scientist at SaveSmart. Design a randomized controlled trial (RCT) to test the effect of a 'future self' nudge on savings behavior. Define treatment an…
- Experimental Design
- Statistical Analysis
- Nudge Theory
Behavioral Economics - CodeSeniorNew
Real-Time Sentiment Analysis for a Sustainable Fashion Brand
You are to develop a real-time sentiment analysis system for EcoWear. Ingest data from Twitter API (hashtag #EcoWear) and a mock review API, process using Spark Streaming with M…
- Spark Streaming
- Mapreduce
- Nosql
Big Data and Cloud Technologies - ResearchSeniorNew
Neuromarketing Audit for a Sustainable Fashion Retailer
Your team will design and simulate a neuromarketing experiment. First, propose two alternative store layouts (e.g., circular vs. grid) and two website homepage designs (e.g., he…
- Neuromarketing
- Experimental Design
- Eye Tracking Analysis
Consumer Behavior - AnalysisSeniorNew
M&A Strategy for a Mid-Market Manufacturing Firm
You have access to financial statements for both companies and industry data. Your task is to value MicroGears using DCF and comparable transactions, estimate potential synergie…
- Mergers And Acquisitions
- DCF Valuation
- Synergy Estimation
Corporate Finance (Graduate) Develop in-demand professional skills.
Each challenge names the skills it strengthens. Over time, your profile fills with the competences a hiring manager would actually look for.
Why Ewance
- DesignSeniorNew
Designing a Data Warehouse for a Renewable Energy Firm
You are given sample data from three sources: energy production logs, weather data, and equipment maintenance records. Your task is to: (1) design a star schema with fact and di…
- Data Warehousing
- Star Schema
- Etl Fundamentals
Database Systems - DesignSeniorNew
Dynamic Pricing Optimization for a Ride-Hailing Platform
You are a data scientist at CityRide. Using 6 months of historical trip data (pickup/dropoff, time, fare, surge multiplier), weather data, and local events calendar, you must bu…
- Reinforcement Learning
- Optimization
- Simulation
Data Science for Business - AnalysisSeniorNew
Financial Statement Analysis for a Renewable Energy Firm
Your team must analyze SunPower's last three years of financial statements (income statement, balance sheet, cash flow statement) and ESG reports. Calculate key ratios (liquidit…
- Financial Statement Analysis
- Ratio Analysis
- Dupont Analysis
Financial Accounting (Graduate) - DesignSeniorNew
Designing a Market-Making Strategy for a New ETF
You are a quantitative analyst at Nova Capital. The new ETF (ticker: AIRO) will track 30 AI and robotics stocks with daily rebalancing. The initial AUM is $200 million. Your tas…
- Market Microstructure
- Etf Arbitrage
- Risk Management
Financial Markets and Institutions - Browse challenges
Explore role
Pricing Strategist
Set the price that captures value without leaving sales on the table. Demand modelling, willingness-to-pay research, and the disciplined experimentation that turns pricing into a competitive advantage.
- StrategySeniorNew
Blockchain-Based Supply Chain Traceability Strategy
You are hired by the manufacturer's innovation team. Research existing blockchain traceability solutions in luxury goods (e.g., LVMH's AURA, Breitling's use of blockchain), asse…
- Blockchain Strategy
- Supply Chain Analysis
- Cost Benefit Analysis
Fintech and Digital Finance - CodeSeniorNew
Designing a Bond Trading Strategy for a Hedge Fund
Your task is to design a long-short strategy: long corporate bonds and short gilts (or vice versa) based on spread analysis. Use historical data (provided) to backtest the strat…
- Fixed Income Arbitrage
- Yield Spread Analysis
- Backtesting
Fixed Income and Bond Markets - ResearchSeniorNew
Blockchain Pilot for Coffee Supply Chain Traceability
Your task is to propose a blockchain pilot project for one coffee origin (choose Colombia). Define the data to be captured at each supply chain node (farm, mill, exporter, roast…
- Blockchain In Supply Chain
- Traceability
- ROI Analysis
Global Supply Chain Management - ResearchSeniorNew
Business Cycle Positioning for a Renewable Energy Firm
You are an economic analyst at SunVista. The CFO needs a report on the current and expected Eurozone business cycle to guide the timing of a €500M investment in new solar capaci…
- Business Cycle Analysis
- Macroeconomic Forecasting
- Investment Timing
Global Economy and Macroeconomics for Managers Get recognized by recruiters and employers.
Credentials are blockchain-anchored via LearnCoin — tamper-evident, portable, link-shareable on LinkedIn and beyond.
Why Ewance
- AnalysisSeniorNew
Commodity Index Rebalancing for a Multi-Asset Fund
Your task is to conduct a quantitative analysis of commodity index rebalancing methodologies and recommend a new approach for the fund. Compare at least three different commodit…
- Commodity Indices
- Index Rebalancing
- Portfolio Optimization
Hedge Funds and Alternative Investments - DesignSeniorNew
Auction Design for Renewable Energy Subsidies
Your team must design an auction mechanism for allocating subsidies to offshore wind projects. You have historical bid data from past auctions, cost estimates for different tech…
- Auction Theory
- Mechanism Design
- Game Theory
Industrial Economics and Game Theory - StrategySeniorNew
International Expansion Strategy for a Fintech Startup
You are a strategy team of 3. Analyze three target markets (Indonesia, Vietnam, Philippines) using macroeconomic data, regulatory barriers, and competitive landscape. Recommend …
- Market Entry Strategy
- Macroeconomic Analysis
- Regulatory Analysis
International Economics - CodeSeniorNew
Forecasting Exchange Rates for a 40-Person SaaS Scale-Up
Your task is to collect monthly data for the past 5 years for GBP/USD and EUR/USD, along with relevant predictors (interest rate differentials, inflation, GDP growth, trade bala…
- Time Series Forecasting
- Structural Econometric Modeling
- Python Or Javascript
International Finance - AnalysisSeniorNew
Data Protection Impact Assessment for a Fintech App
You are the data protection officer (DPO) for the fintech. Perform a DPIA for the new AI-driven loan feature, following ICO guidelines. Identify at least 5 key risks, rate them …
- GDPR Compliance
- Data Protection Impact Assessment
- Risk Management
IT Governance and Security - AnalysisSeniorNew
Data Protection Impact Assessment for a Smart City IoT Project
Your task is to produce a full DPIA report for the smart parking pilot. You must describe the processing, assess necessity and proportionality, identify risks to data subjects, …
- Dpia
- GDPR
- Risk Assessment
IT Law and Data Protection - AnalysisSeniorNew
Gender Pay Gap Audit at a Hamburg Tech Scale-up
Your task is to analyze the provided anonymized employee dataset (including salary, job level, tenure, performance rating, and gender) to determine if a gender pay gap exists af…
- Pay Gap Analysis
- Regression Analysis
- Blinder Oaxaca Decomposition
Labor Economics - DesignSeniorNew
Social Security Compliance for a Remote-First Tech Company
As a compliance analyst, you must audit GlobalDev's current practices and propose a system for social security registration and contribution tracking across multiple EU jurisdic…
- Social Security Law
- EU Regulation
- Cross Border Compliance
Labor and Employment Law - CodeSeniorNew
Deep Learning for Sustainable Fashion Visual Search
You are given a dataset of 10k product images (from a subset of the catalog) with metadata (category, price, material). Build a visual search pipeline: extract embeddings using …
- Deep Learning
- Computer Vision
- Cnn Classification
Machine Learning and AI for Business - CodeSeniorNew
Dynamic Pricing for a Renewable Energy Aggregator
Your task is to develop a dynamic pricing model for GreenGrid's electricity sales. Constraints: must account for weather-dependent generation, market price volatility, and regul…
- Dynamic Pricing
- Optimization
- Risk Management
Managerial Economics - AnalysisSeniorNew
Stochastic Inventory Policy for a Sustainable Fashion Brand
Using historical demand data (provided), fit a demand distribution and determine optimal (s, S) or (R, Q) policy parameters. Consider perishability (seasonal collections) and a …
- Inventory Optimization
- Stochastic Modeling
- Simulation
Operations Analytics and Optimization - StrategySeniorNew
Shifting Organizational Culture at a 200-Person Manufacturing Firm
Your team will conduct a cultural assessment using surveys and interviews (simulated data provided). You will map the current and desired culture on the Competing Values Framewo…
- Organizational Culture
- Change Management
- Leadership Development
Organizational Behavior
How it works
From brief to credential, in six steps.
Step 01
Browse challenges aligned to your studies.
Step 02
Accept the one that fits your goals.
Step 03
Work through it with AI Copilot guidance.
Step 04
Submit for structured evaluation.
Step 05
Earn a verified credential.
Step 06
Add it to LinkedIn with one click.
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