Business Analyst · Kolkata, India · UTC+5:30

Turning ambiguity into product

I turn ambiguous business needs into shipped products, and prove the impact with data.

3+
Years
20+
Projects
5
Industries
How I think

I make sure teams build the right thing.

I'm a Business Analyst / Product Owner with 3+ years across FinTech, Healthcare AI, Industrial Ops, Public Safety and Event SaaS. Right now I'm the sole BA across multiple concurrent product builds at Tech Exactly, working directly with clients across the UAE, KSA and Ireland, owning each from discovery and BRD/FSD/SRS through to UAT sign-off as Product Owner.

The results matter more than the documents:

  • Requirements with no loose ends: discovery, interviews and workshops turned into BRD/FSD/SRS, UML and user stories with airtight acceptance criteria.
  • End-to-end delivery ownership: Product Owner across multiple live products, backlog, sprint ceremonies, UAT and client sign-off, all the way to a clean release.
  • International client engagement: translating ambiguous briefs from clients in the UAE, KSA and Ireland into delivery-ready scope for cross-functional teams.
  • AI-accelerated delivery: using AI-assisted tools to speed up documentation, validation and requirement analysis without cutting corners.
  • Proof in data: Power BI, SQL and Excel to validate decisions and show impact, not just opinions.
Open to Business Analyst / Product Owner roles where I can own outcomes end to end, ideally with a team shipping products at scale.
01
Problem
Start from the business reality (the friction, the cost, the thing that isn't working) before touching a solution.
02
Discovery
Interviews, workshops and stakeholder conversations to surface what people actually need, not just what they ask for.
03
Analysis
Structure the ambiguity (process maps, data, edge cases) until the shape of the problem is unmistakable.
04
Requirements
BRD / FSD / SRS, UML and user stories with acceptance criteria tight enough to leave no room for interpretation.
05
System
Align engineering, QA and stakeholders around one definition of done, and steward every sprint toward it.
06
Product
Through UAT to a clean release, then validate the outcome with data and prove the impact.
Evidence

Outcomes, not opinions.

Measurable results from real product delivery: every number here is backed by shipped work.

20+
Product builds and analytics projects delivered across five industries, the full body of work this page is built to prove.
Projects shipped
3+
Years bridging business and engineering as a BA / Product Owner.
Experience
5
Domains delivered in: FinTech, Healthcare AI, Industrial Ops, Public Safety and Event SaaS.
Industries
26.54%
Customer churn reduction via segmentation and proactive engagement.
Churn reduced
~30%
Operational-efficiency gain from tighter requirements and fewer defects.
Efficiency gain
6L+
Transactions handled on the fintech platform in its first 5 months.
Transactions
Selected work

The project universe.

Thirteen builds across fintech, healthcare, public safety, industrial SaaS and business intelligence. Open any node to explore the case study.

Client Work5
bbps-fintech-platformFlagship

BBPS-integrated bill-payment & fintech platform: 10+ payment categories and a first-of-its-kind real-time rent payment via Credit Card over IMPS.

Fintech SaaS ₹4,000Cr+ in 5 moOpen
dailok-mental-health-aiClient

AI-powered mental-health support app (iOS & Android): 24/7 AI assistance in Arabic & English within a clinician-approved safety boundary.

Healthcare SaaS Arabic + English AIOpen
galway-safe-appClient

Passive, privacy-first safety app commissioned by the Western Region Drug & Alcohol Task Force, Galway; geofenced monitoring with automated SMS alerts and zero required user action.

Public Safety Privacy-firstOpen
wasteops-platformClient

Multi-tenant waste-management SaaS digitising every bin service across industrial sites: GPS validation, QR scanning and photo-evidenced records replacing paper-based processes.

Industrial SaaS Audit-grade trailOpen
e2p-event-comms-appClient

Event-communication app (iOS & Android) replacing WhatsApp/email for E2P Group across racing, training and corporate driving events, with a full event-lifecycle admin panel.

Event SaaS Role-based accessOpen
Data & BI5
india-ev-market-analysisPublic

Power BI study of India's EV market (2022–24): growth, brand share, state-level adoption and a go-to-market roadmap.

Power BI Live dashboardOpen
customer-retention-dashboardPublic

Segmentation and engagement model that cut customer churn by 26.54%, with call-centre KPI analysis.

Power BI 26.54% churnOpen
google-trends-dashboardPublic

Consumer-interest and opportunity dashboard mined from Google Trends across 60+ countries.

Power BI 60+ countriesOpen
atliq-hardware-insightsPublic

Sales & manufacturing insights: operational efficiency, market penetration and discount-pattern analysis.

Power BI Sales + OpsOpen
rail-accident-analysisPublic

Pinpointed high-risk routes and root causes to steer rail-safety policy and emergency preparedness.

Power BI Safety analyticsOpen
Capability

The system behind the work.

Business analysis at the centre: everything else radiates from it and feeds back into shipped product.

Business Analysis92%
Requirements & Documentation (BRD / FSD / SRS)90%
Agile / Scrum & Backlog Ownership88%
UAT & Quality Assurance87%
Process Mapping & UML86%
Data Analysis (Power BI / SQL)84%
Tools & platforms
ExcelAnalytics Power BIBI SQLDatabase 🧭JIRAPM 📘ConfluenceDocs FigmaWireframing 🗂️MS Office SuiteDocs ClickUpPM PostmanAPI LucidChartDiagrams NotionDocs ClaudeAI LovablePrototyping
Trajectory

Where I've built.

Three years, three employers, one throughline: from supporting requirement docs to owning delivery end to end as Product Owner.

Business Analyst Current
Tech Exactly
Mar 2026 to Present
  • Own end-to-end delivery across multiple concurrent product projects, from requirement elicitation through client UAT sign-off.
  • Translate ambiguous client briefs into structured BRDs, FSDs, SRS documents, UML diagrams, wireframes, and product roadmaps, maintaining zero misalignment between client expectations and development output across all active projects.
  • Act as Product Owner: manage and prioritise product backlogs, facilitate sprint ceremonies, write and prioritise user stories, and keep every sprint aligned to agreed client goals across Agile/Scrum environments.
  • Engage directly with international clients and end users for discovery and feedback, translating inputs into development-ready requirements and closing interpretation gaps at both ends of the delivery chain.
Business Analyst
Sai Paramount IT Solutions
Jul 2024 to Mar 2026
  • Led BA delivery on a BBPS-integrated bill payment platform, defining end-to-end transaction flows for 10+ payment categories and ensuring full RBI and BBPS regulatory compliance throughout the build.
  • Defined requirements for a first-of-its-kind real-time rent payment feature via credit card using IMPS, removing delays inherent to traditional payment methods and expanding the platform’s addressable user base.
  • Drove process improvements in requirement documentation and delivery coordination, shortening UAT cycles and reducing rework and production defects, delivering approximately 30% improvement in operational efficiency.
Business Analyst
GEEMSCO Consultancy Services Pvt. Ltd.
Mar 2023 to Jul 2024
  • Supported requirement gathering, functional documentation, and stakeholder coordination across multiple IT initiatives assisting development teams in translating business needs into structured deliverables.
  • Performed data analysis using SQL and Excel to support KPI reporting and business decision-making; assisted with UAT planning, defect tracking, and release coordination.
Credentials

Grounded in continuous learning.

Formal education paired with hands-on certifications across business analysis, data and Agile delivery.

Lovely Professional University · Online Ongoing

MBA in Business Analysis

March 2026 to Present. The formal counterpart to three years of doing this work in practice.

MBABusiness Analysis
North Odisha University, Barbil 2022

B.Sc.

Undergraduate degree.

Bachelor's
Microsoft Certified

Business Analysis

Core BA fundamentals and practice.

Business Analysis
Google Certified

Data Analytics Professional Certificate

End-to-end data analytics workflow and tooling.

Data Analytics
CodeBasics Certified

Power BI Data Analytics 2.0

Dashboarding, DAX and data modelling in Power BI.

Power BI
CodeBasics Certified

SQL Beginner to Advanced

Joins, CTEs and window functions.

SQL
LinkedIn Learning Certified

Agile Requirements

Requirements practice within Agile delivery teams.

Agile
CodeBasics Certified

Excel Beginner to Advanced

Advanced formulas, modelling and reporting in Excel.

Excel
Contact

Let's build the right thing.

Open to Business Analyst / Product Owner roles where I can own outcomes end to end, ideally with a team shipping products at scale.

Manmathnath Mahanta · Business Analyst · Available for work