
Ashwin Kumar
Verified Expert in Engineering
Data Strategy Consultant and Developer
Helsinki, Finland
Toptal member since March 24, 2025
With a keen eye for data and a passion for problem-solving, Ashwin excels in delivering value to his clients. Backed by 17 years of experience in machine learning, business intelligence, data visualization, management accounting, and cloud platforms, he offers a versatile set of technical, communication, and project management skills. Ashwin is detail-oriented and innovative, thriving with tackling challenges and optimizing workflows.
Portfolio
Experience
- SQL - 17 years
- ETL Implementation & Design - 17 years
- SAP BW/4HANA - 10 years
- Proof of Concept (POC) - 9 years
- Python - 9 years
- Databricks - 7 years
- Microsoft Power BI - 7 years
- Data Strategy - 6 years
Availability
Preferred Environment
Python, SQL, Excel VBA, SAP ERP, SAP BW/4HANA, Databricks, Azure, Amazon Web Services (AWS)
The most amazing...
...project I've been a part of streamlined a wood eCommerce process, improving logistics and enhancing customer satisfaction.
Work Experience
Value Engineering Manager
Ahlstrom
- Led a cross-functional team of paper and pulp experts, plant managers, and data scientists to build predictive models to generate new cost-optimal recipes and follow up their implementation with KPIs to track savings.
- Architected a pulp mixture optimizer that enabled the creation of new product recipes based on predefined specifications.
- Designed a pulp analyzer dashboard to understand individual pulp qualities based on their fiber morphology.
- Delivered €1.7 million in cost savings by optimizing pulp recipes through predictive modeling and data-driven decision-making.
Analytics Product Manager
Kone
- Led a global team to develop AI-powered opportunity scoring and pricing models, integrated into Salesforce, boosting sales efficiency and increasing deal win rates.
- Managed a team of BI developers to build and maintain a marketing performance dashboard to track marketing KPIs, website traffic, conversion rates, and campaign performance. The dashboard reached over 1,000 marketing users globally.
- Designed a customer feedback analysis automation framework.
AI Business Lead
Bilot Oyj
- Defined and executed the AI consulting business strategy in alignment with company goals.
- Onboarded members from each division to support the center of excellence with finding new opportunities.
- Developed innovative pricing models, delivery frameworks, and service offerings.
- Supported the sales and marketing teams with demos, proposals, campaigns, and webinars.
Lead Consultant
Bilot Oyj
- Implemented and maintained solutions across several data and business process domains, including business intelligence, activity-based costing, planning and consolidation, and data science.
- Won the bilotgo.ai 2018 hackathon for a data-driven farming project for RaisioAgro, where I led a team of five technology experts to build innovative machine-learning solutions to optimize cow feeding and detect cow illnesses early.
- Achieved the runner-up category in the bilotgo.ai 2019 hackathon for the easy-order system project for Metsä Wood, where I led a team of seven technology experts to build an intelligent recommendation system for their eCommerce shopping platform.
Consultant
Atos
- Implemented and maintained solutions in business intelligence and planning and consolidation.
- Improved the performance of the management reporting framework's BI reporting solution from seven minutes to three seconds of loading time.
- Designed a dynamic material stock planning system for the management reporting framework.
Experience
Opportunity Scoring for Kone Oyj
Easy-order System for Metsä Wood
Data-driven Farming for RaisioAgro
Education
Graduate Diploma in Digital Strategy
Aalto University Executive Education - Helsinki
Bachelor's Degree in Computer Engineering
Georgia Institute of Technology - Atlanta, GA, USA
Certifications
Multi AI Agent Systems with CrewAI
DeepLearning.AI
Managerial Economics
Harvard Business School
Innovation in the Age of Disruption
Insead
Value Investing
Stanford University
Recurrent Neural Networks
deeplearning.ai
Convolutional Neural Networks
DeepLearning.AI
Structuring Machine Learning Projects
DeepLearning.AI
Negotiation Mastery
Harvard Business School
Disruptive Strategy
Harvard Business School
Decision Analytics
University of Colorado Boulder
Marketing Analytics
University of Virginia
Machine Learning
Stanford University
SAP Application Associate – Business Warehousing
SAP
SAP Application Associate – HANA
SAP
R Programming
Johns Hopkins University
SAP Application Professional – Business Intelligence
SAP
SAP Application Associate – Business Planning and Consolidation
SAP
Skills
Libraries/APIs
Node.js
Tools
Microsoft Power BI, SAP BI Integrated Planning (BI-IP), Amazon QuickSight, Power Query, Tableau, Jira, SAP Materials Management (MM), Azure Machine Learning
Languages
Python, SQL, Excel VBA, JavaScript, Java, C++, C, C#, MIPS, VHDL, R
Paradigms
ETL Implementation & Design, Business Intelligence (BI), ETL, Agent-based Modeling, Change Management, Agile
Platforms
Databricks, SAP HANA, Azure, Amazon Web Services (AWS), Qlik, Salesforce, CrewAI
Storage
SAP BW/4HANA, Data Pipelines
Other
Data Architecture, Proof of Concept (POC), Minimum Viable Product (MVP), Data Strategy, Team Leadership, Agile Delivery, Machine Learning, Linear Optimization, Dashboard Development, SAP Business Planning and Consolidation (BPC), SAP Business Intelligence (BI), SAP BW on HANA, SAP Business Warehouse (BW), Marketing Analytics, Data Analytics (Marketing), Decision Modeling, Data Engineering, Dashboards, Data Visualization, Data Warehousing, Data Analytics, Profit & Loss (P&L), DAX, Visualization, SAP ERP, SAP Analytics Cloud (SAC), Retrieval-augmented Generation (RAG), Large Language Models (LLMs), Inventory Management, Decision Intelligence, Decision Support Systems, IT Project Management, Design Leadership, Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), AI Agents, AgentGPT, Agentic AI, Strategy, Disruptive Innovation, Negotiation, Contract Negotiation, Relationship Management, Innovation, Digital Innovation, Innovation Labs, Innovation Management, Disruption, Managerial Economics, Value Chain, Value Analysis, Value Proposition, SAP, SAP Basis, SAP Profitability and CostManagement (PCM), SAP Predictive Analytics, Value Creation, Cross-functional Team Leadership, Business Strategy, Webinars, Tech Sales, Web Analytics, Azure Databricks, Azure Data Factory (ADF), Value at Risk, Key Performance Indicators (KPIs), Management Accounting, Stakeholder Management, Stakeholder Engagement, UI Prototyping, Recommendation Systems, Data Governance, Computer Engineering, Artificial Intelligence (AI), Digital Strategy, Platforms, Quantum Computing
How to Work with Toptal
Toptal matches you directly with global industry experts from our network in hours—not weeks or months.
Share your needs
Choose your talent
Start your risk-free talent trial
Top talent is in high demand.
Start hiring