Ali Kaya
@alikaya
Data & AI manager with 10+ years delivering GenAI, model evaluation, and enterprise analytics for measurable business outcomes.
What I'm looking for
I’m a data and AI leader with 10+ years of experience spanning AI consulting, enterprise analytics, data platforms, BI delivery, and program portfolio management. I focus on taking data, ML, and GenAI concepts from discovery and pre-sales through roadmap, backlog, delivery, production adoption, and measurable business outcomes.
In my current role as a Data Analytics & AI Manager at Fractal Analytics, I lead AI Model Quality Evaluation Orchestration for existing enterprise LLM solutions—comparing LLM and SLM approaches on labeled data to improve efficiency, reliability, and model fit. I also packaged a reusable evaluation approach into a governed accelerator to support consistent model selection across client workflows.
I bring strong semantic AI foundations to my delivery, applying ontologies and knowledge graphs to improve AI data context, business meaning, and solution design. I coordinate portfolio-level analytics and AI initiatives, translate business needs into data product requirements and backlogs, and align delivery with strategic OKRs while managing risks and maintaining visibility for senior stakeholders.
Previously, as a Data and AI Lead / Project Manager at INKUBIT, I architected and delivered Azure-based solutions using Microsoft ecosystem technologies, including an AI-driven recruitment platform that reduced manual screening by 80% and halved time to fill. I’ve also led cloud migration initiatives with Microsoft Fabric, Data Factory, and Databricks (improving refresh latency from 24 hours to 12 minutes and cutting infrastructure spend by 50%), implemented automated data quality checks and MLOps workflows, and supported partner competency growth by coaching 15 consultants through certification paths.
Experience
Work history, roles, and key accomplishments
Data Analytics & AI Manager
Fractal Analytics
Nov 2025 - Present (9 months)
Supported a large U.S. insurance client with AI Model Quality Evaluation Orchestration, GenAI delivery, and portfolio-level coordination. Led semantic technology (ontologies and knowledge graphs) to improve AI data context and translated business needs into data product backlogs and OKR-aligned outcomes.
Data and AI Lead
INKUBIT Business Solutions
Apr 2023 - Oct 2025 (2 years 6 months)
Led data and AI consulting projects across Azure cloud data platforms and BI. Architected and deployed an AI-driven recruitment platform, built a customer data platform on Azure and Dynamics 365, and delivered MLOps and semantic data improvements for client analytics modernization.
Senior BI Consultant
INKUBIT Business Solutions
Jan 2023 - Apr 2023 (3 months)
Delivered business intelligence and analytics projects from requirements through implementation. Designed Power BI and Tableau solutions, managed ETL/data integration for reporting quality, and converted KPI requirements into adoption-focused reporting products.
Built financial and operational analytics supporting budget/forecast analysis and portfolio reporting. Developed data models and automated reporting workflows using SQL, Python, Tableau, and Power BI to improve access to management information.
Designed and developed Power BI and Tableau dashboards for finance management and project governance. Supported KPI standardization, compliance reporting, resource planning, and stakeholder coordination to resolve issues and improve delivery processes.
Improved reporting productivity by 90% by introducing Power BI alongside Excel, Tableau, and SQL. Produced standardized management reports, designed profitability and workforce scorecards, and trained business teams on reporting processes and analytical tools.
Performed data analysis and reporting for European banking, financial services, and nonprofit clients. Translated complex data into actionable insights, delivered trend/risk presentations to stakeholders, and supported data quality maintenance and automation opportunities.
Education
Degrees, certifications, and relevant coursework
Warsaw School of Economics
Doctor of Philosophy (PhD), Management
2019 -
PhD in Management at Warsaw School of Economics, started in November 2019.
Cukurova University
Master of Arts in Business Administration, Business Administration
2012 - 2015
Master of Arts in Business Administration at Cukurova University (October 2012 to June 2015).
Akdeniz University
Bachelor of Public Administration, Public Administration
2005 - 2010
Bachelor of Public Administration at Akdeniz University (September 2005 to June 2010).
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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