Experience
Four years of data science and analytics
From insurance claims to confectionery pricing to restaurant operations: the roles, the work and what it changed.
TG
Junior Data Analyst
Sep 2025 – Present
Tahir GroupUnited KingdomQuick-service restaurants
Part-time from September 2025, full-time since May 2026.
- Analyse store-level sales, transaction and labour data in SQL and Python to find revenue trends, performance gaps and labour-efficiency opportunities across restaurant operations.
- Built Power BI dashboards and KPI reporting on revenue, transactions, average transaction value, labour cost %, sales per labour hour and store productivity.
- Use statistical analysis and difference-in-differences to evaluate operational changes, comparing before and after performance across treatment and comparison stores to measure incremental impact.
IN
Data Scientist
Sep 2023 – May 2025
Infosys LimitedIndiaClient: US retail and confectionery
- Developed a Power BI analytics platform for a US confectionery portfolio worth more than $1B, improving profitable revenue management.
- Built marketing mix models to quantify the effectiveness of marketing and trade promotions and guide investment decisions.
- Processed and analysed more than three years of sales, retail and promotional records in SQL, Python, PySpark and R for predictive modelling and commercial analytics.
- Designed trade promotion optimisation that improved trade-spend efficiency by 8% and supported profit-maximising promotional plans.
- Delivered analysis of promotional ROI, sales attribution and revenue drivers to support commercial decisions.
- Built and deployed analytics workflows on Azure Databricks, Data Factory, Data Lake, Azure SQL and Azure ML.
- Mentored junior team members through code development and reviews, and delivered with cross-functional stakeholders using Agile, CI/CD pipelines and Azure DevOps.
IN
Data Scientist
Aug 2022 – Sep 2023
Infosys LimitedIndiaClient: Energy
- Developed an RFM-based customer risk segmentation for more than 200,000 customers in SQL and Python, grouping debt profiles into high, medium and low risk. Rolled out through an A/B test, the targeted recovery strategy raised recovery rates by 14% and cut average recovery time by 12 days.
- Developed executive Power BI dashboards on customer segments, debt ageing, recovery performance and portfolio exposure for senior leadership.
IN
Associate Data Scientist
Feb 2022 – Aug 2022
Infosys LimitedIndiaClient: Health insurance
- Processed more than one million insurance claims and policy records in SQL to identify operational bottlenecks and the main drivers of SLA breaches, supporting process improvement.
- Developed Tableau dashboards and analytics for business reporting, including the data transformation and feature engineering behind them.