"How do I handle interviews when I have the technical knowledge but not the professional hands-on experience?"
I’ve been working as a Research Analyst for ~2 years, but the role has been relatively non-technical — mostly PPT/reporting, writing insights, and some Excel. I haven’t had much hands-on experience using SQL, Python, or Power BI in my actual job. I’m now trying to transition into Data Analytics, so I’ve learned SQL, intermediate Python, Power BI, DAX, etc. I’ve also reworked my resume around Data Analyst roles, and thankfully I’m getting a decent number of recruiter callbacks. The problem is the interviews. I’ve had 3 interviews where I was shortlisted for roles requiring around 2 YOE, but I couldn’t clear them because the interviewers quickly identified the gap between my knowledge of the tools and real-world experience using them. For example, I can understand/write SQL and explain Power BI concepts, but when asked questions like how I used indexes, query folding, report optimization, etc. in a real project, the lack of hands-on professional experience becomes obvious. For people who have successfully transitioned into Data Analytics from a non-technical role: how did you bridge this experience gap? Would really appreciate practical advice on projects, interview preparation, positioning, or anything else that helped you make the transition.