Director, Financial Crimes Analytics
Aparajit
A highly accomplished, result-driven risk and compliance professional with extensive experience in financial crimes analytics, governance, and data risk strategy. Proven track record in implementing advanced data solutions, optimizing control environments, and leading cross-functional teams to deliver regulatory compliance and operational efficiency.

aparajit1@gmail.com
Location
Palmetto, FL
Phone
(469) 216-8272
View Profile
Skills & Expertise
Visualization
Statistical Packages
Digital Analytics
Databases/Data Lake
AML Platforms
ETL Tools
Experience
Raymond James Financial
Saint Petersburg, Florida
Director, Financial Crimes Analytics
Jan 2024 - PresentResponsible for defining the strategic vision for KYC and sanctions analytic functions by redesigning key controls, data sourcing and transformation efforts and support regulatory and audit requests.
- Implemented NLP-based model reducing low-value adverse media alerts by 40%
- Manage firm's Entity Resolution platform and mitigate gaps in Transaction Monitoring scenarios
- Develop new control for detecting check-kiting fraud typologies
- Supported international subsidiaries with audits, model tuning, and testing
- Spearheaded large-scale data remediation for international money movement surveillance
- Directed sanctions screening system testing post-SWIFT ISO upgrade
- Designed a solution to monitor high-risk counterparty activity using LLM and geotagging
Senior Manager, Financial Crimes Analytics
Jun 2022 – Dec 2024Oversight of the KYC, adverse media and sanctions screening models, proactively identify gaps and implement mitigating solutions as needed.
- Led AML data replatforming and modeling initiatives in AWS as part of cloud adoption strategy
- Directed data sourcing for institutional business into AML data store
- Managed AML entity resolution platform and supported regulatory audits
- Enhanced 314(a) counterparty screening by incorporating additional data sources
- Provided analytical support to resolve backlog of screening, PEP, and adverse media alerts for Canadian business
Manager, Financial Crimes Analytics
Jul 2020 – Jun 2022Promoted to manager supporting the client intelligence unit with their analytics needs.
- Maintained and calibrate the Customer Risk Scoring (CRS) model
- Assessed new product risks to align with Risk Parameter Scoring methodology
- Integrated Canadian subsidiary data into CRS model
- Partnered with AML technology to update key data transformations impacting CRS
- Identified and remediate deficiencies in sanctions controls
Senior Analyst, Financial Crimes Analytics
Aug 2018 – Jul 2020As a Sr. Analyst within the team, liaised with technology and AML operations, helping tune and test the control environment.
- Tested and optimized sanctions control environment to minimize risk exposure
- Assessed data quality to identify systemic flaws impacting risk management
- Delivered insights and ad hoc reporting for the Client Intelligence Unit
- Acted as liaison between technology and business stakeholders
American Express
Gurugram, India
Analytics Intern
Jun 2017 – Aug 2017Interned with the Data Strategy & Insights team as a part of the Master's program at UT Dallas.
- Applied conjoint analysis to measure employee experience for business travelers
- Built a decision tree model identifying potential savings of ~10% of total spend
- Developed a supplier match engine using approximate name matching techniques
Assistant Manager – Data Governance
Sep 2015 – Jul 2016As a part of the data governance team, was responsible for driving standardization and improving transaction granularity.
- Standardized transaction types and subtypes to improve spend categorization
- Developed and executed complex SQL and SAS queries for data validation
- Achieved standardized spend reporting across markets
- Utilized Ab-Initio to update key data element definitions and lineage
Assistant Manager – Data Strategy & Insights
Mar 2014 – Feb 2015Responsible for providing analytical support to corporate clients through insight generation and key risk metrics tracking.
- Automated and migrated 500+ reports using SAS, SQL, and MicroStrategy
- Designed the risk pulse report to monitor delinquency and high-risk spend
WNS
Gurugram, India
Senior Associate – Business Intelligence
Nov 2011 – Mar 2014Supported the Asia-Pacific sales leadership for GlaxoSmithKline with analytics and reporting.
- Developed dashboards integrating internal and external data to track product performance
- Consolidated market-level reports into regional APAC dashboards for executive leadership
- Coordinated and managed the company's knowledge management platform
Education
University of South Florida
Tampa, FL
Master of Business Administration
University of Texas at Dallas
Dallas, TX
Master of Science, Business Analytics
Amity University
Noida, UP, India
Bachelor of Technology in Biotechnology