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Expertise & Advisory Roles

Technical depth across AI, economics, policy, and engineering — combined with active advisory roles at IIT Kanpur, Airawat AI, IEC/ISO, and international expert networks.

Domain Proficiency

Where I am strongest

Evidence-Driven AI Systems95%
Traceable, auditable AI grounded in observable actions
Economic Modelling & Econometrics95%
Panel data, IV, DiD, RDD, VAR, forecasting, impact eval
LLM & NLP Engineering92%
Document intelligence, NER, embeddings, RAG at enterprise scale
Policy & Impact Evaluation94%
M&E frameworks, development finance, 30+ country portfolios
EO & Geospatial AI84%
Satellite imagery, sensor fusion, industrial physical-world grounding
Startup Building & Operations88%
0→1 product, enterprise sales, team building, acquisition exit
Business Strategy & Finance87%
Corporate strategy, PE/VC analysis, human capital investment, M&A
Cloud & Data Architecture80%
AWS/GCP/Azure, data pipelines, MLOps, governance
Full Toolkit

Across eight disciplines

AI & ML
Programming
Econometrics
Policy
Business
Startup
Cloud & Data
Visualisation
Evidence-Driven AI
LLM Pipelines
NLP / NER
Embeddings / RAG
Semantic Search
Ontology Design
Applied ML
EO / Geospatial AI
Random Forest / XGBoost
Time-Series ML
SpaCy / HuggingFace
Fine-tuning LLMs
Responsible AI
AI Audit Frameworks
Python
Java
R
JavaScript
SQL / NoSQL
Git / Version Control
REST APIs
Bash / Shell
Stata
SAS
SPSS
Matlab
EViews
Diff-in-Differences
Instrumental Variables
Regression Discontinuity
RCT Design
VAR / ARIMA
Panel Data Models
Intangible Asset Valuation
Actuarial Modelling
CGE / DSGE Models
Policy Design & Evaluation
International Standards (IEC/ISO)
Development Finance
Impact Evaluation (M&E)
Parliamentary Advisory
ESG Policy & Reporting
Industrial Policy
Fiscal Policy Analysis
Productivity Frameworks
National Data Infrastructure
Net-Zero Policy
Labour Market Policy
Corporate Strategy
M&A / Due Diligence
Financial Modelling
Human Capital Investment
Enterprise AI Adoption
ROI / Value Attribution
Business Architecture
OKR / Performance Systems
Board Advisory
International Markets
Innovation Management
ESG Accounting (IFRS/GAAP)
0→1 Product Development
Team Building (200+ person)
Enterprise Sales & GTM
Startup Exit / M&A (2025)
Product-Market Fit
Fundraising & VC Relations
Engineering Management
MVP & Prototyping
Growth Strategy
Enterprise Integration
IP & Licensing
Regulatory Strategy
AWS
Azure
GCP / Vertex AI
ETL / ELT Pipelines
Spark / Hadoop
Redshift / BigQuery
DBT
Data Engineering
Data Governance
MLOps / CI/CD
Docker / Kubernetes
MongoDB
Tableau
Looker / Looker Studio
QGIS
Mapbox / Leaflet
Plotly / Dash
D3.js
Google Earth Engine
Matplotlib / Seaborn
Global Roles

Advisory & standards work

IIT Kanpur
Adjunct Professor
Teaching AI systems and econometric methods to engineering graduate students. Curriculum development for industrial AI applications within SPASE department.
Airawat AI
Scientific Advisor
Advising India's national AI compute infrastructure initiative on evidence-based AI methodologies, evaluation frameworks, and safety standards for large-scale government deployment.
IEC / ISO
Technical Committee Expert
Contributing to international AI and sustainability measurement standards. Developing measurement frameworks for AI systems' environmental and economic footprint at national scale.
National Data Spaces
Scientific Expert
Designing Canada's national data infrastructure for AI-readiness: interoperability standards, data governance protocols, and cross-sector data sharing frameworks.
GLG / VisasQ / Coleman
Expert Network Advisor
Expert-on-call for PE/VC due diligence, corporate strategy, AI system evaluation, and economic analysis through leading global expert networks.
Data.org / Beedie
Research Advisor
Advising on data-for-development initiatives, impact measurement frameworks, and evidence-based policy design for international development and academic institutions.