Aparna Venkat
Enterprise Analytics Leader
Bengaluru,KA
Summary
Strategic professional with 18 years of experience in leveraging advanced analytics, business intelligence, and data visualization to drive transformational outcomes in global retail and commercial banking environments. Possesses success in leading large cross-functional teams (20+ FTEs) across geographies (India, US, Asia, MEA, Australia), delivering data-led solutions aligned with business priorities and digital transformation goals. Expertise in designing end-to-end analytical frameworks and predictive models (Gen AI, XGBoost, logistic regression, Random Forest) that directly influence customer acquisition, cross-sell, and retention strategies, achieving measurable ROI and revenue lift. Proven capability to translate complex data into actionable insights using tools like SAS, SQL, Python, Tableau, Power BI, and Adobe Analytics, enhancing decision-making across marketing, digital, and campaign functions. Skilled in stakeholder management and executive communication, consistently acting as a trusted advisor to CXOs and leadership teams; engaged in aligning analytics with business vision and regulatory compliance. Pioneered multiple high-impact initiatives including the Consumer Financial Health Index, P&L optimization models, and cross-sell opportunity frameworks that improved customer lifetime value and digital engagement. Agile practitioner with experience in scrum environments, delivering scalable data products and leading global capability build-outs including talent onboarding, operational excellence, and voice-of-employee charters. Professional leader with executive experience ready to drive impactful change. Proven ability to implement strategic initiatives and enhance operational performance. Valued for collaborative team leadership and adaptability to evolving business needs.
Overview
18
18
years of professional experience
2
2
Certifications
1
1
Language
Work History
Vice President | Head of Home Buying Insights
Commonwealth Bank of Australia
Bengaluru
01.2023 - 10.2025
- Spearheading a high-performing, cross-regional analytics team of 20+ professionals across India and Sydney to deliver strategic insights for the Home Buying journey.
- Driving capability uplift through structured coaching, performance enablement, and chapter-wide talent development initiatives.
- Architected and operationalized enterprise-grade Tableau and Power BI dashboards to empower real-time, data-driven decision-making.
- Optimizing lead-generation frameworks and personalizing customer outreach through analytics in Next Best Conversation campaigns.
- Operating within a scaled agile delivery model, collaborating with Product Owners, Marketing, and Business stakeholders to execute high-impact use cases.
- Institutionalizing best-in-class practices by establishing SOPs, knowledge-sharing frameworks, and reusable assets.
- Orchestrated rapid team scale-up, expanding headcount from 4 to 20 in 1.5 months by end-to-end recruitment & onboarding management.
- Developed and implemented KPIs and reporting frameworks to optimize team productivity and align with corporate goals.
- Collaborated with product, marketing, and risk teams to design customer-centric banking solutions tailored for Home Buyers.
- Increased response rate of Digital Loan acquisitions by 23% through implementation of a marketing strategy that optimized customer targeting and engagement.
- Achieved a 70% reduction in Home buying application screening process through Auto verification of Income info from pay slips using Multimodal LLMs leveraging GPT-4.0 capabilities.
- Created a strategic proposal for migration of Home Buying Checklist Data from MongoDB to AWS to directly connect to Power BI for streamlined and automated reporting.
- Established a training program for new hires, enhancing onboarding processes and reducing time-to-productivity for new team members.
- Championed integration of advanced analytics tools, resulting in improved data accuracy and insights generation across the organization.
Director | Head of Affluent Banking Segment
SCMAC, Standard Chartered Bank
Bengaluru
08.2021 - 12.2022
- Designed and implemented high-impact analytics use cases to unlock revenue opportunities across the Affluent Banking segment.
- Managed a dedicated team of 6 direct reports in delivering wealth management and affluent banking services, focusing on portfolio growth.
- Established a data-driven campaign performance ecosystem to track and quantify revenue attribution.
- Created and launched a Consumer Financial Health Index as a strategic proof of concept for the Singapore market, enabling smarter client engagement by Relationship Managers.
- Developed predictive cross-sell models using ensemble ML techniques to target high-net-worth individuals with the insurance, personal loans, and mutual fund offerings.
- Embedded a culture of experimentation and data-led innovation through iterative model development and agile execution.
- Improved project efficiency with strategic planning, resource allocation, and time management practices.
Assistant Vice President
AIM, Citibank
Bengaluru
03.2016 - 07.2021
- Directed an analytics team of 10 associates to architect and deploy data-driven strategies for campaign forecasting, performance tracking, and deep-dive insights generation across North America Retail Bank, catalyzing incremental revenue growth and enhanced marketing ROI.
- Leveraged advanced SAS/SQL methodologies to engineer predictive models and data pipelines for campaign performance monitoring.
- Devised optimization strategies for key campaign levers including targeting schema, audience segmentation, and offer constructs.
- Designed and institutionalized pre-post experimental frameworks using control/test design to measure campaign lift and effectiveness.
- Built scalable P&L simulators to evaluate revenue streams, ROI, and profitability metrics across product portfolios.
- Revamped targeting architecture, boosting customer response rate and precision marketing KPIs through advanced segmentation.
- Engineered a dynamic P&L framework enabling real-time campaign ROI diagnostics and segment-level benchmarking.
- Acted as strategic partner to cross-functional business stakeholders, translating ambiguous business challenges into analytical frameworks.
- Conducted advanced data mining, root cause analysis, and actionable insight delivery to influence go-to-market strategies.
- Built a holistic cross-sell opportunity framework by integrating behavioral, transactional, and demographic data.
- Spearheaded development of high-precision XGBoost machine learning models in Python, enabling preemptive targeting for mortgage cross-sell, delivering ~70% reduction in Cost per Acquisition and 2x uplift in mortgage conversion.
- Created competitive intelligence, behavioral segmentation, and transactional analytics to unearth whitespace opportunities in portfolio growth.
- Delivered executive-level dashboards and visual storytelling to facilitate data-backed strategic planning.
- Formulated high-value customer engagement strategies based on advanced segmentation and cluster analysis.
- Identified monetization pathways by profiling credit card holders and targeting them for high-LTV deposit product offerings.
Manager – Principal Analyst
AIM, Citibank
Bengaluru
01.2014 - 02.2016
- Acted as a core member of the North America Retail Analytics Center of Excellence, developing cutting-edge segmentation, predictive modeling, and personalization strategies to optimize product penetration and lifetime value.
- Constructed segmentation and uplift models for cross-sell/upsell using SAS Enterprise Miner.
- Provided analytical stewardship to junior analysts while managing business stakeholder expectations and project delivery.
- Delivered an integrated text-mining engine in R to parse and classify merchant descriptors from transactional data.
- Developed a Citi.com behavioral propensity model leveraging logistic regression, driving digital conversions.
- Gained expertise with Clickstream analytics tools including Adobe SiteCatalyst and integrated digital journey insights into CRM strategy.
Senior Analyst
AIM, Citibank
Bengaluru
01.2011 - 12.2013
- Executed strategic analytics engagements for Citibank Japan Retail Bank focused on improving marketing precision, customer intelligence, and channel effectiveness.
- Developed predictive models using SAS to inform lead scoring, campaign targeting, and resource optimization.
- Partnered with Japan-based decision management teams to enhance analytics-driven marketing strategy.
- Constructed a logistic regression-based lead optimization model that increased campaign response by 104%.
- Built an ATM network efficiency framework that uncovered actionable deployment and performance insights across 32 locations.
- Evaluated digital media performance, optimizing banner placements using multivariate analysis.
Analyst
AIM, Citibank
Bengaluru
04.2008 - 12.2010
- Supported decision science efforts across Japan Retail Banking and North America Branded Cards through analytics automation, KPI monitoring, and stakeholder reporting transformation.
- Collected business intelligence requirements and created interactive dashboards and KPI scorecards using SAS.
- Translated business use cases into technical specs for Cognos-based reporting automation.
- Developed and deployed a Smart Branch reporting solution, providing real-time performance insights to business leadership.
- Managed branch-based Smart Branch reporting to Cognos, providing critical and enriching metrics on FTE analysis, enabling alignment in strategic FTE savings.
- Automated daily/weekly/monthly reporting across Japan Retail using SAS and VBScript, improving operational efficiency and accuracy.
Education
MS - Computer Science
New Jersey Institute of Technology
United States01-2007
Bachelor of Engineering - Computer Science
VTU
Bangalore01-2006
Skills
Data Analytics Strategy
Retail Banking
Campaign Analytics
Digital Transformation
Business Intelligence Strategies
P&L Forecasting
Stakeholder Engagement
Agile Project Management
Data Visualization (Tableau, Power BI)
ML Statistical Modeling (regression, clustering, decision trees, Random Forest, GBM, XG Boost, LLM)
Programming Languages (SAS, SQL, Python)
Cloud Computing (AWS Cloud Fundamentals, AWS Data Engineer Associate)
Project Management Tools (JIRA, Confluence)
Team Leadership
Cross-Functional Collaboration
Certification
AWS Certified Cloud Practitioner
Timeline
AWS Certified Data Engineer – Associate
03-2026
AWS Certified Cloud Practitioner
02-2025
Vice President | Head of Home Buying Insights
Commonwealth Bank of Australia
01.2023 - 10.2025
Director | Head of Affluent Banking Segment
SCMAC, Standard Chartered Bank
08.2021 - 12.2022
Assistant Vice President
AIM, Citibank
03.2016 - 07.2021
Manager – Principal Analyst
AIM, Citibank
01.2014 - 02.2016
Senior Analyst
AIM, Citibank
01.2011 - 12.2013
Analyst
AIM, Citibank
04.2008 - 12.2010
Bachelor of Engineering - Computer Science
VTU
MS - Computer Science
New Jersey Institute of Technology
Awards
AIM, Citibank
- Awarded "Super Star" & "Star of the Month" for exceptional performance.
- Received the Project Excellence Award for developing a high-impact Campaign Management Tool that enhanced marketing operations.
- Honored with the Citi Applause Award for outstanding contributions and team collaboration.
Commonwealth Bank of Australia
- Recognized with the Most Innovative Approach Award at Biz Expo for showcasing the Power of Analytics in transforming the End-to-End Customer Journey.