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About me

Hi, I'm Sonali! I work in People Analytics by day, and on the side, I help people pivot into the field or show up more confidently on LinkedIn. Over the years, I've built a following of nearly 19K people on LinkedIn by sharing insights, career tips, and real talk about working in this space. If you're curious about people analytics, data analytics in general, exploring a pivot, or want feedback on your LinkedIn Profile, I've got a resource guide, offer 1:1 calls, and do LinkedIn reviews! Honest & practical support from someone who's been where you are!

Frequently asked questions

What is people analytics in HR?

People analytics is the practice of using workforce data — such as attrition, hiring, engagement, and performance data — to guide HR decisions. Instead of relying on gut feel, HR teams use people analytics to understand why employees leave, which recruiting channels work best, and how to plan headcount. It sits at the intersection of HR knowledge, data analysis, and business strategy.

What is HR analytics in simple words?

In simple words, HR analytics means using employee data to make smarter people decisions. For example, rather than just noticing that turnover feels high, you analyze the data to see which teams, roles, or tenure groups are driving it — and what could fix it. Think of it as applying data to the "people" side of a business.

How do HR analytics work in practice?

At a high level, here's how HR analytics work: employee data is first pulled together from systems like the HRIS, payroll, and surveys. Analysts then define a question — such as "Why are we losing new hires in their first year?" — clean and analyze the data, build metrics or dashboards, and present insights leaders can act on. The real output isn't the report itself; it's the decision it changes, like a targeted retention program or smarter workforce planning.

How to learn HR analytics from scratch?

Start with a structured skill set: Excel and SQL for working with data, a visualization tool like Tableau or Power BI, basic statistics, and core HR metrics such as turnover, retention, time to hire, and engagement. You can self-study using free datasets and tutorials, take an HR analytics course, or combine both. The most important step is applying what you learn to real or realistic HR datasets so you can show tangible work, not just theory.

How to get into people analytics with no experience?

Build a bridge from where you are — most people enter from HR, data, or business roles. Learn the core tools (Excel, SQL, one dashboarding tool), then create proof of skill by analyzing a publicly available HR dataset and sharing a small dashboard or write-up. Tailor your resume around business impact, target entry points like HRIS analyst or HR reporting analyst, and connect with people already working in the field — networking often shortens the path more than any certificate.

What is an HR analytics job?

An HR analytics job focuses on turning employee data into insights that improve workforce decisions. Day to day, that usually means writing queries, building reports and dashboards, analyzing trends in turnover or hiring, and partnering with HR leaders on questions like retention and headcount planning. Most roles blend data skills with people knowledge, which is why professionals from both HR and data backgrounds can successfully pivot into it.

What kinds of people analytics jobs can you get?

Common titles include People Analyst, People Analytics Analyst, People Analytics Specialist, People Analytics Manager, HRIS Analyst, and Workforce Analyst — with many of these roles available fully remote. The work overlaps heavily across titles: reporting, dashboarding, and advising HR leaders with data. Most entry points sit inside HR or people teams, and the function increasingly exists in companies of every size, not just large tech firms.

What does a people analytics salary look like in the US?

People analytics salary in the US tends to be strong because the role combines data skills with HR knowledge. Analyst-level roles commonly start around the $70,000–$90,000 range, while experienced specialists and managers often earn well into six figures, with pay rising further in tech, finance, and large enterprises. Since many companies use "HR analytics" in their titles, HR analytics salary data is usually grouped in the same range — your skills, location, and industry move the number more than the exact job title.

What does a people analytics career path look like?

A typical people analytics career path starts as a People Analyst or People Analytics Specialist focused on reporting and dashboards. From there, you progress into senior analyst roles handling more strategic questions, and then into People Analytics Manager or Director positions where you lead projects and teams. Some professionals branch into adjacent areas like HRIS, workforce planning, or HR data science. Because demand for this skill set is growing faster than the talent supply, motivated career switchers can move up quickly.

Do you need a people analytics certification to get hired?

No — certifications help, but hiring managers mostly want proof that you can work with people data. That said, a people analytics certification or an HR analytics certification from a recognized provider can structure your learning and strengthen a resume, especially if you're coming from a non-data background. Pair any certificate with a small portfolio project, like an attrition analysis or an HR dashboard, because demonstrated work consistently outweighs credentials alone.

What is an HR analytics dashboard?

An HR analytics dashboard is a visual tool that displays key workforce metrics in one place — things like headcount, attrition rate, time to hire, diversity ratios, and engagement scores. Instead of digging through spreadsheets, HR teams and leaders can spot trends at a glance and drill into the details behind them. For anyone entering the field, learning to build clean, decision-focused dashboards in tools like Power BI or Tableau is one of the most job-ready skills you can demonstrate.

What is people analytics in Workday?

Workday is one of the most widely used HR systems, and people analytics in Workday generally refers to using the platform's built-in reporting and dashboarding capabilities to track workforce metrics like headcount, turnover, compensation, and diversity. For job seekers, knowing your way around a major HRIS like Workday is a practical advantage, since many people analytics roles involve pulling and interpreting data directly from these systems.

What is the HR analytics maturity model?

The HR analytics maturity model describes how organizations progress in their use of people data — typically starting with basic reporting and headcount counts, moving to dashboards and core metrics like turnover and time to hire, and eventually reaching advanced or predictive analysis such as forecasting attrition. Understanding where a company sits on this curve helps analysts frame their work realistically, and it's a useful concept to know before interviews in the field.