[Skip to main content](#main-content) [OpenNash Jobs](https://jobs.opennash.com/) [Hiring report](/reports/hiring/) · [All Citigroup jobs](https://jobs.opennash.com/companies/citigroup/) · [Search jobs](/search/) Citigroup · Bangaluru Karnataka India # Business Analytics Analyst - Pyspark Bangaluru Karnataka India Full-time Data & Analytics Listed on Citigroup’s official careers site. Posted October 16, 2026. Check that it is still open and apply there. [Apply on Citigroup’s careers site →](https://citi.wd5.myworkdayjobs.com/2/job/Bangaluru-Karnataka-India/Business-Analytics-Analyst---Pyspark_26997485) [OpenNash Jobs](https://jobs.opennash.com/) / [Citigroup](https://jobs.opennash.com/companies/citigroup/) / Business Analytics Analyst - Pyspark ## Job description ### Technical / Tools Proficiency SQL Advanced querying (joins, window functions, CTEs, performance tuning) across large relational/Teradata/Hive data warehouses. ### Python Data wrangling (pandas/numpy), automation scripting, statistical analysis, and visualization (matplotlib/seaborn). ### PySpark Distributed data processing for large campaign/transaction datasets, working within Hadoop/Spark ecosystems. ### SAS Base SAS and SAS Macros for large-scale data manipulation, campaign tagging, and reporting automation. Domain Knowledge – Banking & Card Products Solid grounding in consumer banking/credit card business fundamentals: account lifecycle, interest income, fees, credit risk basics, and portfolio economics. ### Understanding of the credit card marketing lifecycle acquisition, activation, usage, retention, and attrition. Campaign Analytics & Measurement Design and execution of test-vs-control and champion-challenger frameworks for campaign effectiveness. Incrementality/lift analysis, response modeling, and uplift measurement. ### Campaign performance tracking response rates, conversion, activation, spend, and profitability metrics. Experience building recurring performance dashboards/scorecards for campaign monitoring and post-campaign readouts. Statistical & Quantitative Analysis Hypothesis testing, A/B testing methodology, and significance testing. Segmentation and targeting analysis (behavioral, demographic, risk-based). Regression/predictive modeling exposure (logistic regression, decision trees) for propensity/response scoring is a plus. Data quality checks, reconciliation, and root-cause/variance analysis. GenAI / Emerging Tools Familiarity Working knowledge of Generative AI tools for analytics productivity — e.g., using LLM-based assistants for code generation/debugging (SAS/SQL/Python), documentation, and summarization of campaign results. Exposure to prompt engineering basics for querying enterprise GenAI platforms (e.g., internal chat/assist tools) to accelerate exploratory analysis and reporting. ### Awareness of GenAI use cases in marketing analytics automated insight generation, natural-language querying of datasets and synthetic test data creation. Curiosity/adaptability to continuously evaluate and adopt new AI-assisted analytics tools as the function modernizes its toolkit. Communication Ability to translate analytical findings into actionable business recommendations for marketing/product stakeholders. Strong storytelling with data — clear presentation of insights to senior stakeholders (PowerPoint/Excel proficiency). Cross-functional collaboration with Marketing, Risk, Finance, and Technology teams. Project management skills to manage multiple concurrent campaign analytics requests under tight timelines. Behavioral Attributes Independent ownership of analytics workstreams with minimal supervision, commensurate with 5-7 years of hands-on experience. Mentoring junior analysts and reviewing their analytical output. Strong attention to detail and controls mindset given regulatory sensitivity of rate-based offers. Proactive problem-solving and ability to work in ambiguous, fast-paced environments. ### Experience Level: 5-7 years of relevant analytics experience, preferably in banking/cards/financial services. ------------------------------------------------------ Job Family Group: Decision Management ------------------------------------------------------ Job Family: Business Analysis ------------------------------------------------------ Time Type: Full time ------------------------------------------------------ Most Relevant Skills Please see the requirements listed above. ------------------------------------------------------ Other Relevant Skills For complementary skills, please see above and/or contact the recruiter. ------------------------------------------------------ Citi is an equal opportunity employer, and qualified candidates will receive consideration without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, status as a protected veteran, or any other characteristic protected by law. If you are a person with a disability and need a reasonable accommodation to use our search tools and/or apply for a career opportunity review Accessibility at Citi. View Citi’s EEO Policy Statement and the Know Your Rights poster. ## At a glance - Posted by the employer: Oct 16, 2026 - First seen by OpenNash: Oct 20, 2026 - Last checked: Oct 20, 2026 - Listed for: 4 days - Location: Bangaluru Karnataka India - Employment type: Full-time[Apply on Citigroup’s careers site →](https://citi.wd5.myworkdayjobs.com/2/job/Bangaluru-Karnataka-India/Business-Analytics-Analyst---Pyspark_26997485) ## More jobs at Citigroup ### [Analytics and Insights Lead - Vice President](https://jobs.opennash.com/companies/citigroup/jobs/0970a719fb34b79e00b5/) Bangaluru Karnataka India ### [Business Analytics Analyst](https://jobs.opennash.com/companies/citigroup/jobs/408b49ab32164eb753ff/) Bangaluru Karnataka India ### [Business Analytics Grp Manager SVP](https://jobs.opennash.com/companies/citigroup/jobs/f39cc1fd4c7ad6974744/) Bangaluru Karnataka India ### [Business Analytics Intermediate Analyst](https://jobs.opennash.com/companies/citigroup/jobs/e74d62e67dcb7389ac37/) Bangaluru Karnataka India ### [Data Analyst - SAS and SQL](https://jobs.opennash.com/companies/citigroup/jobs/521b9ddb1f123bdc4dec/) Bangaluru Karnataka India ## Similar jobs at other companies ### [Business Analyst - Data Analytics & Reporting](https://jobs.opennash.com/companies/dollar-tree/jobs/a46a87bfb0ff3f22f9d0/) Dollar Tree · Chesapeake, VA ### [Senior Analyst, Business Analytics](https://jobs.opennash.com/companies/cvs-health/jobs/16bb3261d7520060ccc3/) CVS Health · Work from home, AZ ### [Senior Analyst, Business Analytics](https://jobs.opennash.com/companies/cvs-health/jobs/274a2323420fded83e29/) CVS Health · Work from home, TX ### [Intermediate Business Analytics Analyst (AI-focused) - Internal Audit](https://jobs.opennash.com/companies/aegon/jobs/4b6141789bddb040c029/) Aegon ### [Business Insights & Analytics - Data Analytics](https://jobs.opennash.com/companies/accenture/jobs/8a50ec12790c4c29ac06/) Accenture OpenNash lists jobs from employers’ own careers sites and does not handle applications. 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