---
title: "Nikita Sah - Product Management & Design Analyst in Southampton | Tal"
description: "Meet Nikita Sah, Product & Transformation Analyst | AI Governance | Real-Time Systems | Financial Services | Risk & Controls | Agile Delivery, UAT | Regulatory Change | Stakeholder Management | Operating Model | Barclays based in Southampton. AI stack includes llava, notebooklm, and notion."
image: "https://tal.club/meet/nikita-18/share-image"
---

# Nikita Sah on Tal

## Headline

Product & Transformation Analyst \| AI Governance \| Real\-Time Systems \| Financial Services \| Risk & Controls \| Agile Delivery, UAT \| Regulatory Change \| Stakeholder Management \| Operating Model \| Barclays

## About

I am a Product & Transformation Analyst within Financial Services, specialising in AI\-enabled change, risk & controls optimisation, and operating model transformation\. Currently at Barclays, I work at the intersection of Product, Risk and Technology — translating regulatory and policy objectives into structured roadmaps, user stories and governance frameworks that enable controlled, scalable delivery\. My focus is on building systems that balance innovation with compliance, particularly within AI governance and real\-time decision environments\. I have led initiatives spanning real\-time screening transformation, AI guardrail design, operating model redesign and cross\-functional delivery across Risk, Operations and Engineering\. My work combines structured business analysis with product thinking — ensuring solutions are measurable, traceable and aligned to enterprise control frameworks\. With a foundation in Business Analytics, I bring strong analytical rigour to transformation programmes — applying scenario modelling, impact assessment and data\-driven decision support to guide executive stakeholders through complex change\. I am particularly interested in roles across Product, Business Analysis, Strategy, Transformation and Consulting, where I can contribute to scalable, governance\-aware solutions in regulated or high\-growth environments\.

## Location

Southampton

## AI stack

llava

notebooklm

notion

replit

## Work experience

Product Management & Design Analyst at Barclays, Dec 2025 \- Present · 7 mos, Hybrid, Product Management & Design Analyst driving regulated transformation across screening, controls and AI\-enabled change within Financial Crime\. • Led migration from batch to real\-time screening, defining test strategy, go/no\-go governance and cross\-functional sign\-offs to enable controlled release and operational readiness\. • Translated policy and control objectives into product roadmaps, user stories and measurable acceptance criteria with full traceability to processes and risk checkpoints\. • Designed automated exception handling workflows, reducing manual intervention and improving decision accuracy and turnaround time\. • Built lightweight prototypes and wireframes to validate solution options, accelerate stakeholder alignment and reduce downstream rework\. • Coordinated UAT, readiness and hypercare support \(training, comms, operational playbooks\) to ensure smooth adoption across business and technology teams\. • Produced executive\-ready RAID, decision and risk packs enabling faster steering committee approvals\. • Governance Lead BA for Agentic AI initiatives: – Defined safety guardrails and human\-in\-the\-loop frameworks – Captured AI\-specific requirements and audit narratives – Mapped data/API access controls – Ran controlled pre\-production trials with volume and performance thresholds • Partner closely with Engineering, Data, Risk and Operations to balance customer experience, regulatory compliance and commercial outcomes\.

Change Analyst\- Model Validation & Assurance at Barclays, Oct 2024 \- Feb 2026 · 1 yr 5 mos, Bournemouth, England, United Kingdom, \- Successfully managed and delivered major changes into Group Financial Crime Operations \(GFCO\), ensuring projects were delivered on time, within budget, and in compliance with Customer Lifecycle Standards and Financial Crime Policies\. \- Worked collaboratively with GFCO, Financial Crime Compliance, Technology, and Business Change teams to ensure clear requirements, governance, and successful project execution\. \- Built strong relationships and communicated change impacts to stakeholders across Technology, Operations, and Compliance, ensuring alignment and smooth project integration across multiple functions\. \- Developed and maintained detailed project plans, tracked progress, and reported on key milestones under the Business Readiness Permit to Operate framework to senior management and team leaders\. \- Analyzed large data sets and provided insights and recommendations to stakeholders, supporting decision\-making through clear, data\-driven analysis\. \- Provided regular updates on potential operational impacts from changes, ensuring continuous alignment with the broader GFCO strategy\. \- Designed and delivered detailed documentation and presentation packs to support the GFCO strategy and project objectives, simplifying complex processes for stakeholders\. \- Applied logical and methodical problem\-solving techniques to resolve issues and drive continuous improvement within projects and processes\.

Fraud Analyst at Barclays, Mar 2023 \- Oct 2024 · 1 yr 8 mos, Northampton, England, United Kingdom, Conducted comprehensive analysis of customer accounts, transactions, and behavioural patterns to detect and prevent fraudulent activities within the organization\. Utilized advanced data analytics techniques and fraud detection tools to identify potential risks and patterns of fraudulent behaviour, ensuring timely intervention and mitigation of potential losses\. Collaborated closely with cross\-functional teams, including risk management, compliance, and law enforcement agencies, to investigate suspicious activities, gather evidence, and support fraud prevention initiatives\. Developed and implemented robust fraud prevention strategies, including enhancing fraud detection algorithms, rule sets, and monitoring systems, significantly reducing fraudulent incidents\. Conducted in\-depth research and analysis of emerging fraud trends and industry best practices, incorporating findings into fraud prevention strategies and recommending proactive measures to stay ahead of evolving threats\.

House Officer at Stay Belvedere Hotels \(SBHL\), Nov 2021 \- Dec 2022 · 1 yr 2 mos, Reading, England, United Kingdom, Conducted data analysis, process organization, and root cause analysis to improve operations, utilizing tools like pivot tables, charts, and macros to gather and manipulate data; developed cost optimization strategies, delivered analytics to stakeholders, enhanced client relationships, and collaborated on system analysis based on client requirements\. Implemented budget tracking and inventory management systems, automated workflows, and streamlined filing processes, resulting in cost reduction, improved efficiency, and enhanced document retrieval\. Synchronized and coordinated various sub\-projects with the Local Council, NHS, and other Educational Institutions within West London, to fast\-track school admissions, distant learning, and medical assistance to support Service Users\. Introduced a mechanism for managing complaints, which increased the number of positive Service User reviews\. Communicated objectives and directives to the team, to provide and assist with seamless operations and outline challenges with an appropriate action plan\.

Business Analyst at S\. Basak & Co\. Pvt Ltd, Jun 2018 \- Sep 2020 · 2 yrs 4 mos, Siliguri, West Bengal, India, Collaborated with key stakeholders, including business managers, executives, and technical teams, to identify and define business needs, objectives, and requirements for various projects and initiatives\. Conducted comprehensive analysis of business processes, workflows, and systems, identifying areas for improvement and recommending effective solutions to enhance operational efficiency and drive business growth\. Gathered and documented detailed business requirements, translating complex business needs into clear and concise specifications and user stories for development teams\. Utilized data analysis techniques to extract insights from large datasets, identifying trends, patterns, and opportunities to inform decision\-making and drive data\-driven business strategies\. Collaborated with cross\-functional teams to develop and execute test plans, performing user acceptance testing \(UAT\) to ensure the successful implementation and integration of new systems or enhancements\. Conducted impact analysis and risk assessments to evaluate the potential consequences of proposed changes and mitigate any associated risks, ensuring minimal disruption to ongoing business operations\.

Business Consultant at RSoultek India, Aug 2016 \- Jul 2018 · 2 yrs, Bangalore, Collaborated with clients to understand their business goals, challenges, and requirements, conducting in\-depth analyses of their existing processes, systems, and strategies\. Assessed client needs and formulated strategic recommendations to improve operational efficiency, optimize business processes, and drive growth and profitability\. Conducted thorough market research and competitor analysis to identify emerging trends, industry best practices, and opportunities for innovation, providing valuable insights and recommendations to clients\. Led client engagements, facilitating workshops, interviews, and meetings with stakeholders at all levels to gather requirements, define project scope, and align business objectives with technology solutions\. Conducted detailed process mapping and workflow analysis, identifying gaps, bottlenecks, and areas for improvement, and designing future\-state processes that aligned with client objectives\. Conducted change impact assessments and developed change management strategies to ensure smooth transitions during the implementation of new processes or systems\. Provided ongoing support and guidance to clients, monitoring project progress, addressing challenges, and making necessary adjustments to ensure successful project delivery and client satisfaction\. Developed and maintained strong client relationships, serving as a trusted advisor, providing continuous support, and identifying opportunities for additional value\-added services\.

Marketing Officer at Zoolatry, Apr 2017 \- Jul 2017 · 4 mos, Bangalore, Supported the marketing team in developing and executing marketing campaigns to promote company products, services, and initiatives\. Assisted in market research activities, gathering and analyzing data to identify target markets, customer preferences, and competitive landscape\. Supported the implementation of email marketing campaigns, including designing templates, managing subscriber lists, and analyzing campaign performance\. Assisted in analyzing marketing metrics and generating reports to evaluate the effectiveness of marketing initiatives and make data\-driven recommendations\. Collaborated with cross\-functional teams, such as sales, design, and product development, to ensure marketing efforts aligned with overall business objectives\.

## Education

Master's degree, Business analytics, Aston University

Bachelor of Commerce, Banking, Corporate, Finance, and Securities Law, Jain \(Deemed\-to\-be University\)

[View the original profile](https://tal.club/meet/nikita-18)

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