From Data Projects to Data Products: Essential Skills for AI Leaders
Wed Feb 04 2026
In this episode of Data Analytics Chat, we welcome Elena Alikhachkina, a four-time Chief AI and Data Officer with Fortune 500 companies, and a board advisor. Elena shares her journey in data analytics and AI spanning over 25 years, covering key transitions in her career and the importance of blending business acumen with technical expertise.
The discussion focuses on the critical shift from data projects to data products, highlighting the need for product skills in the age of AI. Elena emphasises the importance of understanding the business, building customer-centric solutions, and investing in both technical and soft skills for AI leaders. Her insights provide a roadmap for anyone looking to excel in data and AI roles in today's dynamic business environment.
00:00 Introduction to the Factory Process and Data Science Challenges
01:00 Welcome to Data Analytics Chat with Elena Alikhachkina
01:33 Ena's Career Journey and Insights
04:14 The Importance of Understanding Business Processes
09:17 Shifting from Data Projects to Data Products
11:08 The Need for a Product Mindset in AI
15:06 Challenges in Adopting a Product Mindset
16:39 Encouraging Proactivity and Collaboration
18:08 The Role of Education in Driving Change
22:34 The Need for Reeducation in Technology and Data
22:50 Embedding Data and AI in Business Curriculum
23:14 The Changing Role of Data in Leadership
24:01 The Importance of Soft Skills in Tech
25:31 Trust in Data and Technology
26:30 Essential Skills for the Future
28:20 The Shift to Product-Centric Roles
29:50 Bridging the Gap Between Business and Tech
30:16 Investing in Personal Development
31:19 Understanding the Customer's Needs
34:00 The Value of Product Thinking in AI
35:47 Career Growth Through Business Understanding
41:03 Final Thoughts and Call to Action
Thank you for listening!
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In this episode of Data Analytics Chat, we welcome Elena Alikhachkina, a four-time Chief AI and Data Officer with Fortune 500 companies, and a board advisor. Elena shares her journey in data analytics and AI spanning over 25 years, covering key transitions in her career and the importance of blending business acumen with technical expertise. The discussion focuses on the critical shift from data projects to data products, highlighting the need for product skills in the age of AI. Elena emphasises the importance of understanding the business, building customer-centric solutions, and investing in both technical and soft skills for AI leaders. Her insights provide a roadmap for anyone looking to excel in data and AI roles in today's dynamic business environment. 00:00 Introduction to the Factory Process and Data Science Challenges 01:00 Welcome to Data Analytics Chat with Elena Alikhachkina 01:33 Ena's Career Journey and Insights 04:14 The Importance of Understanding Business Processes 09:17 Shifting from Data Projects to Data Products 11:08 The Need for a Product Mindset in AI 15:06 Challenges in Adopting a Product Mindset 16:39 Encouraging Proactivity and Collaboration 18:08 The Role of Education in Driving Change 22:34 The Need for Reeducation in Technology and Data 22:50 Embedding Data and AI in Business Curriculum 23:14 The Changing Role of Data in Leadership 24:01 The Importance of Soft Skills in Tech 25:31 Trust in Data and Technology 26:30 Essential Skills for the Future 28:20 The Shift to Product-Centric Roles 29:50 Bridging the Gap Between Business and Tech 30:16 Investing in Personal Development 31:19 Understanding the Customer's Needs 34:00 The Value of Product Thinking in AI 35:47 Career Growth Through Business Understanding 41:03 Final Thoughts and Call to Action Thank you for listening!