Mumbai, India Data Scientist · YouGov 2026

Curious about
data.
Obsessive
about quality.

Building scalable analytical systems with R, SQL, and Snowflake. Currently helping YouGov keep survey data clean across 57+ markets.

Portrait of Ayesha Ansari
Data Scientist · YouGov
Ayesha Ansari
Data Scientist
R · SQL · Snowflake

An analyst who cares about the signal, not just the noise.

I'm Ayesha, a Data Scientist at YouGov, based in Mumbai. I work at the intersection of survey methodology, statistical analysis, and engineering. I build the systems that keep multi-market panel data honest.

Most of what I do lives in R, SQL, and Snowflake. End-to-end pipelines, automated reporting frameworks, and the unglamorous-but-essential work of catching anomalies and fraud before they corrupt downstream analysis.

What I care about: reproducibility and clean code. A model is only as good as the data feeding it, and the data is only trustworthy if the pipeline behind it is.

57+
Countries covered by the monitoring system I helped build
1K+
Jira tickets resolved on data quality and fraud
4+
Years building data systems at YouGov
4
Major markets analysed (US · UK · DE · AU)

Four years. One company. Lots of growth.

FEB 2026
– PRESENT

Data Scientist

YouGov · Mumbai, India
  • Designed and automated R-based reporting frameworks (YGDPD) for survey quality monitoring
  • Applied statistical analysis and exploratory modelling to flag low-quality respondents and behavioural anomalies
  • Contributed to internal R package development. Improved reproducibility and structured analytics outputs
AUG 2024
– JAN 2026

Data Analyst

YouGov · Mumbai, India
  • Built a global monitoring system across 57+ countries using Snowflake, SQL, and R
  • Migrated legacy SQL workflows to R, improving automation, scalability, and reducing manual effort
  • Developed reporting and dashboards for multi-market analysis (US, UK, DE, AU)
  • Used Tidyverse for large-scale data wrangling, analysis, and visualisation
  • Performed cross-market translation checks to validate survey accuracy across languages
AUG 2023
– JUL 2024

Junior Data Analyst

YouGov · Mumbai, India
  • Conducted fraud analysis across multi-market survey data, tagging suspicious panelists
  • Audited 1000+ completes surveys, analysing QC fail rates and fraud metrics
  • Contributed to the team's Fraud Check Guide and optimised fraud detection queries
  • Built Power BI dashboards to monitor KPIs and fraud trends
AUG 2022
– JUL 2023

Graduate Data Analyst

YouGov · Mumbai, India
  • Analysed large-scale datasets in SQL and Snowflake for anomaly and quality detection
  • Resolved 1000+ Jira tickets on data inconsistencies and fraud cases
  • Worked on referral fraud detection, identifying suspicious patterns in user behaviour
Numbers that mattered
3,00,000+
fraud suspects flagged across multi-market panel data, strengthening data integrity at YouGov.

Things I've helped build.

/ Project 01

YGDPD · R reporting package

Contributed to an internal R package that standardises survey quality monitoring across the team. Focused on making outputs reproducible, modular, and easy to extend, so analysts spend time on insight, not boilerplate.

R Tidyverse Package Dev GitLab
/ Project 02

Global monitoring system across 57+ markets

Built the pipelines and dashboards that track joiner trends and detect anomalies across YouGov's panel data globally. Migrated parts of the workflow from SQL to R to make it more scalable and easier to maintain.

Snowflake SQL R Multi-market
/ Project 03

Fraud detection at panel scale

Developed and refined the detection logic for identifying suspicious panelists and referral fraud patterns. Contributed to the team's Fraud Check Guide and transitioned legacy queries to Snowflake for better performance.

SQL Snowflake Fraud Analytics Process Design
/ Project 04

Multi-market dashboards

Built Power BI dashboards for monitoring KPIs and fraud trends across the US, UK, DE, and AU markets, giving researchers and stakeholders a clear view of data health at a glance.

Power BI SQL Data Viz

What I work with.

A1Languages

R SQL Python

A2Data Stack

Snowflake Tidyverse dplyr ggplot2 Power BI Excel (Adv.)

B1Methods

Exploratory Data Analysis Statistical Analysis Anomaly Detection Fraud Detection Feature Engineering Data Wrangling

B2Engineering

Data Pipelines R Package Development Automation Reproducible Reporting Code Reviews

C1Tools

Git GitLab GitHub Jira RStudio AI Tools

C2Domain

Survey Methodology Panel Data Multi-market Analysis Data Quality

Where the foundations were laid.

Education

B.Sc. Information Technology
Sophia College (Autonomous), Mumbai · 2019 – 2022
HSC · Science
Sophia College (Autonomous) · 2017 – 2019
SSC
St. Joseph's High School

Certifications

Data Science: Statistics and Machine Learning Specialization
Coursera
SQL Data Reporting and Analysis
Coursera
Tidyverse Skills for Data Science in R
Coursera
SQL for Data Science
Coursera
SQL Essential Training
LinkedIn Learning
Ethical Hacking
Sophia College

Moments worth marking.

APR 2024

YouGov Star Performer Award

Recognised by YouGov for consistent contribution to data quality, fraud detection, and survey integrity across multi-market workflows.

Like to talk data? I'm always up for a good conversation.

Email↗
ansariayesha980@gmail.com
LinkedIn↗
/in/ayesha-ansari
Based In◆
Mumbai, India
Currently◆
Data Scientist at YouGov