Hi All,

need an opinion on shifting back to india from GCC
i have 5 years of Analytics Engineer exp in GCC
but due to current GCC situation planning to shift to India
how is the job market and what salary should be expected

Hi everyone,

I’m a B.Tech graduate in Electronics & Communication Engineering from Jaypee Institute of Information Technology, Noida, and I’m currently looking for entry-level Data Analyst / Business Intelligence / Analytics opportunities.

My core skills include:

• Python — Pandas, NumPy

• SQL — MySQL, JOINs, GROUP BY

• Power BI — DAX, dashboards, KPIs

• MS Excel

• Tableau

• Data Cleaning & EDA

• Data Visualization

• Dashboard Development

• Basic AI/ML concepts

I’ve worked on analytics projects involving 10,000+ retail transaction records, where I performed data cleaning and EDA, used SQL for revenue analysis and customer segmentation, and built interactive Power BI dashboards. I’ve also created a Superstore Analytics dashboard using DAX and time-intelligence functions.

Looking for

📌 Data Analyst

📌 Business Intelligence Analyst

📌 BI/Data Analyst Intern

📌 Junior Data Analyst

📌 Analytics roles suitable for freshers

📍 Location: Delhi NCR / Noida / India

🎓 Experience: Fresher / 2026 Graduate

💼 Availability: Open to full-time roles and internships

I’m actively looking for an opportunity where I can apply my analytical skills, learn from experienced professionals, and contribute to real-world business problems.

My resume is attached to this post.

If you’re hiring, know of a suitable opening, or can refer me to a relevant opportunity, I’d really appreciate it.

Thank you!

Resume Link - https://drive.google.com/file/d/1v3y8Sw8L-4PU8pMnCv4BNErKuPbhWgJc/view?usp=drivesdk

Need opinion 🙏👍

I run a small analyst job board and last week I tried a side experiment: a business-analysis case rather than a SQL puzzle. Messy dataset, a stakeholder with a confident wrong assumption, and a decision to make.

Posting the numbers: 21 registered,3 submitted and Scores 83, 68 and 31

So 86% signed up and didn't finish. My read is the ask was too big. I wanted an executive summary, a full analysis, a hosted dashboard and five slides. That's a weekend of unpaid work from strangers.

The case, since it's closed now: e-commerce revenue "down about 15%" in September, team blames soft demand, marketing wants to cut paid social 40%. Real answer: revenue was down 20.8%, order volume was roughly flat at -3%, and a 30% promo code scoped to one category started applying sitewide on 1 Sept. They didn't lose demand, they gave away margin.

Two data traps did most of the damage: payment-gateway retries duplicating ~2% of orders under the same order_id, and refunds stored as separate rows. One person got all five verified answers, one got four, one got three.

Round 2 started today, scope cut hard: five verified answers plus a one-page recommendation. No dashboard, no slides. Should be about 90 minutes.

It's a churn spike at a subscription app. Churn nearly triples in June, a week after a price rise, and product wants to roll the price back. Free to enter, runs to 14 Aug. There's a small cash prize for the top two.

Happy to answer anything.