Manali Kulkarni

Most professionals think learning AI means using APIs. You call an LLM, get a response, build a small demo… and it feels like you’ve “done AI” And ho...see more

I’ve seen far too many aspiring Data Engineers struggle because of 1 simple mistake… They never truly understand ETL pipelines. Most people learn Da...see more

Even 2-3 yrs of exp. In Data itself & a strong resume is NOT enough to crack AI/ML roles in 2026.. & here’s why 👇 In today’s tech job market, being ...see more

As a data scientist, I spend a lot of time looking at 𝗯𝗲𝗹𝗹 𝗰𝘂𝗿𝘃𝗲𝘀. And recently, I found myself thinking about one… in a completely differe...see more

My experience working in the Data field has made me realise this 1 thing about switching to DE in 2026… 🤔 “Learning more tools won’t make you a good...see more

Thinking of switching to Data Science? Read this, it might help. If you want to go from 6 LPA → 18–20 LPA as a Data Scientist in 2026, you need to be...see more

There’s 1 thing most professionals get wrong when they ask: “SQL vs Python… which one should you focus on first as a Data Engineer?” 🤔 A lot of prof...see more

I was talking to a few colleagues preparing for Data Science roles… And 1 thing kept coming up. They spend weeks learning tools, frameworks & program...see more

I was talking to a few colleagues preparing for Data Science roles… And 1 thing kept coming up. They spend weeks learning tools, frameworks & program...see more

A Data Engineer earning 3.5 LPA < 17.5 LPA < 30 LPA What’s the real difference? 🤔 I’ve seen Data Engineers across very different salary ranges… Some...see more

For anyone planning to move into Data Science roles in 2026, there’s 1 skill you cannot skip 👇 → SQL. No matter how the data stack evolves, SQL con...see more

I recently spoke to a Senior Data Engineer and asked them, “How important is SQL in Data Engineering interviews?” Their answer was simple, “It’s one ...see more

Most AI models don’t 𝗸𝗻𝗼𝘄 your data… and that’s the problem. You build a chatbot. You ask a question. And it gives a confident but wrong answer. ...see more

This isn’t a roadmap. It’s how a Data Scientist actually thinks. Generated with 𝗨𝗻𝗶-𝟭 by Luma Not a better image model. A system that actually...see more

Writing `SELECT * FROM table` won’t get us hired. But solving business problems with SQL? That will. Here are 5 project ideas that scream: “I know h...see more

From struggling in interviews → to landing multiple Data Engineering offers! 🎉 Most people think switching to Data Engineering is about learning to...see more

“I know ChatGPT. I know Python. I know tools. But I still feel… replaceable.” That’s what a learner told me last week. And many people feel this. Th...see more

“I know ChatGPT. I know Python. I know tools. But I still feel… replaceable.” That’s what a learner told me last week. And many people feel this. Th...see more

Here are the 3 biggest myths I’ve seen working professionals face in my 4+ years in data science ❌ MYTH 1️⃣ “PBCs only hire Data Scientists from top-...see more

If I had only 6 months to switch to a top PBC in Data in 2026… Would I learn 10 new tools? Or just prepare randomly and hope for the best? From what...see more

My experience working in the Data field has made me realise this 1 thing about switching to DE in 2026… 🤔 “Learning more tools won’t make you a good...see more

Sometime back, I interviewed for a Data Scientist role at Bajaj Allianz. It didn’t convert & I got rejected after the 2nd round 😥 But the clarity I ...see more

Sometime back, I interviewed for a Data Scientist role at Bajaj Allianz. It didn’t convert & I got rejected after the 2nd round 😥 But the clarity I ...see more

How many 𝗠𝗟 𝗮𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺𝘀 do you think you need to learn before you can switch to Data Science? Most people overestimate it. A lot. I’ve se...see more

“Why do most role switches fail… even after learning all the ‘𝗿𝗶𝗴𝗵𝘁’ skills?” Because switching roles isn’t about learning more. It’s about prep...see more

LinkedIn might tell you I have 4+ years of experience in Data today, but it won’t tell you THIS 👇 → I missed Paytm’s 37 LPA offer for Data Scientist...see more

I made a list I never applied for. No application. No pitch deck. No “vote for me” campaign. Just a year of showing up, being useful, and letting th...see more

I work with people every day. Careers. Choices. Confidence. And one thing I’ve learned is simple: People don’t remember promotions. They remember 𝗺�...see more

Aiming for Data Scientist roles? Here’s the interview process I went through at Nagarro👇 Sharing below to help you know what to expect in Data Scien...see more

India’s AI story will not be written by a few companies or institutions. It will be written by millions of individual imaginations. That’s what I app...see more

Good ideas don’t need motivation. They need less friction. Most ideas don’t fail because they’re bad. They stall because getting started feels heavy....see more

This resume got me interview calls from 5 top tech companies for Data Scientist roles. ❌ No referrals & No internal push. ✅ Just a resume that did th...see more

Most people think building ideas means - setting up environments - installing packages - fixing errors first. That friction is why many ideas never g...see more

I typed one sentence into ChatGPT. A skills website appeared. Here’s what actually happened. I described a data skills profile in ChatGPT… and Repli...see more

𝗥𝗲𝗰𝗼𝗴𝗻𝗶𝘁𝗶𝗼𝗻 𝗳𝗲𝗲𝗹𝘀 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁 𝘄𝗵𝗲𝗻 𝗶𝘁 𝗰𝗼𝗺𝗲𝘀 𝗯𝗮𝗰𝗸 𝗮𝗴𝗮𝗶𝗻. Last week, I was featured on a Times Square billbo...see more

“Am I too late?” “Will I ever be good enough?” “Is my career already slipping away?” In every session, I’ve met someone carrying silent fears. And I...see more

𝗧𝗵𝗲 𝗳𝗶𝗿𝘀𝘁 𝘀𝗹𝗶𝗱𝗲 𝗜 𝘀𝗵𝗼𝘄𝗲𝗱 𝗮𝘁 𝗜𝗜𝗧𝗠 𝘄𝗮𝘀𝗻’𝘁 𝗣𝘆𝘁𝗵𝗼𝗻, 𝗠𝗟, 𝗼𝗿 𝗔𝗜. It was: “Statistics → Strategy → Real Impact.” ...see more

Logic brings clarity. Visuals bring influence. And influence gets the promotion. I once met a brilliant data analyst. - Clean code. - Accurate models...see more

"I have a Master's in Statistics but I'm stuck in a basic analyst role." This DM hit me hard yesterday. Because 5 years ago, that was me. Master's ...see more

𝗢𝘃𝗲𝗿 𝟴𝟬% 𝗼𝗳 𝗙𝗼𝗿𝘁𝘂𝗻𝗲 𝟱𝟬𝟬 𝗰𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗿𝗲𝗹𝘆 𝗼𝗻 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜. And yet... Most professionals still treat it as “just an...see more

𝗢𝘃𝗲𝗿 𝟴𝟬% 𝗼𝗳 𝗙𝗼𝗿𝘁𝘂𝗻𝗲 𝟱𝟬𝟬 𝗰𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗿𝗲𝗹𝘆 𝗼𝗻 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜. And yet... Most professionals still treat it as “just an...see more

𝗦𝘁𝗶𝗹𝗹 𝗡𝗢𝗧 𝘀𝗵𝗼𝘄𝗰𝗮𝘀𝗶𝗻𝗴 𝘆𝗼𝘂𝗿 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗼𝗻 𝗚𝗶𝘁𝗛𝘂𝗯? Let me tell you this... Uploading your project on GitHub is NOT...see more

𝗦𝗼𝗺𝗲 𝗰𝗲𝗹𝗲𝗯𝗿𝗮𝘁𝗶𝗼𝗻𝘀 𝗱𝗼𝗻’𝘁 𝗳𝗮𝗱𝗲, 𝗧𝗵𝗲𝘆 𝘀𝘁𝗮𝘆 𝗶𝗻 𝘆𝗼𝘂𝗿 𝗵𝗲𝗮𝗿𝘁. ✨ It’s been a few days since Diwali, but the glow f...see more

"We’ve been taught one thing about gold: “Real” means 𝟮𝟮𝗞𝗧 or 𝟭𝟴𝗞𝗧. But here’s the truth: What if luxury didn’t need to sit in a locker? As ...see more

Most festive ads focus on us; our families, our celebrations, our joy. But what about those who live right outside our homes? The street dogs who see...see more

🌸 𝗧𝗵𝗲 𝗯𝗲𝘀𝘁 𝗮𝗱𝘃𝗶𝗰𝗲 𝘀𝗵𝗲 𝗴𝗮𝘃𝗲 𝗺𝗲 𝘄𝗮𝘀… "𝘋𝘳𝘦𝘢𝘮 𝘣𝘪𝘨, 𝘣𝘶𝘵 𝘥𝘰𝘯’𝘵 𝘧𝘰𝘳𝘨𝘦𝘵 𝘵𝘰 𝘣𝘶𝘪𝘭𝘥 𝘴𝘮𝘢𝘭𝘭 𝘩𝘢𝘣𝘪𝘵𝘴...see more

Not my usual post… but some experiences are worth sharing 👇 I came across a LinkedIn post by the YesMadam co-founder Mayank Arya. He had mentioned t...see more

In the past months, I’ve: ➡️ Spoken to 1000+ jobseekers ➡️ Understood their struggles & fears ➡️ Guided them to crack interviews & land roles What I ...see more

“𝗜 𝘄𝗮𝗻𝘁 𝘁𝗼 𝘀𝘄𝗶𝘁𝗰𝗵 𝗶𝗻𝘁𝗼 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴.” Cool. But do you know what the roadmap actually looks like? Most profession...see more

Love how this shows empowerment in action, not just in words. CARS24 Himanshu Ratnoo #SoldSmart #DigitalCarSale #CARS24

RIP AutoML Not long ago, I spent nearly 𝟭𝟴 𝗱𝗮𝘆𝘀 on a single ML pipeline: ▪️ Cleaning messy data ▪️ Building features ▪️ Stitching glue code ▪️ ...see more

𝗪𝗵𝗲𝗻 𝗶𝘁 𝗰𝗼𝗺𝗲𝘀 𝘁𝗼 𝗰𝗿𝗮𝗰𝗸𝗶𝗻𝗴 𝗣𝘆𝘁𝗵𝗼𝗻 𝗶𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝘀, 𝗷𝘂𝘀𝘁 𝗸𝗻𝗼𝘄𝗶𝗻𝗴 𝘁𝗵𝗲 𝗦𝘆𝗻𝘁𝗮𝘅 𝗶𝘀 𝗻𝗼𝘁 𝗲𝗻𝗼𝘂𝗴𝗵...see more

🚨 𝗪𝗮𝗻𝘁 𝘁𝗼 𝗕𝗿𝗲𝗮𝗸 𝗶𝗻𝘁𝗼 𝗔𝗪𝗦 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗶𝗻 𝟮𝟬𝟮𝟱? Let me give you a 𝗿𝗼𝗮𝗱𝗺𝗮𝗽 that my fellow data engine...see more

𝗚𝗲𝗻𝗔𝗜 is exploding→ but how do you turn 𝗶𝗻𝘁𝗲𝗿𝗲𝘀𝘁 into 𝗶𝗺𝗽𝗮𝗰𝘁? Most people keep asking: "Where do I actually start building?" "How...see more

𝗚𝗲𝗻𝗔𝗜 is exploding→ but how do you turn 𝗶𝗻𝘁𝗲𝗿𝗲𝘀𝘁 into 𝗶𝗺𝗽𝗮𝗰𝘁? Most people keep asking: "Where do I actually start building?" "How...see more

2 years ago, I stopped creating PowerPoint presentations filled with static charts. I realized that static visuals only told a fraction of the story....see more

Master Machine Learning in Just 20 Days - Your Ultimate Guide! 🔥 Struggling to break into Data Science or ace ML interviews at top product-based com...see more

𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘁𝗼 𝗯𝗲𝗰𝗼𝗺𝗲 𝗔𝘇𝘂𝗿𝗲 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 𝗶𝗻 𝟮𝟬𝟮𝟱. - SQL - Python - Pyspark - Azure Data Factory - Azure Databricks...see more

When Data & Vision Align, Everything Becomes Clearer As a data scientist, I rely on one fundamental truth: 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝗱𝗿𝗶𝘃𝗲𝗻 𝗯𝘆 𝗱𝗮�...see more

When Data & Vision Align, Everything Becomes Clearer As a data scientist, I rely on one fundamental truth: 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝗱𝗿𝗶𝘃𝗲𝗻 𝗯𝘆 𝗱𝗮�...see more

From a Small Town to a Times Square Billboard ⋙ International Recognition in Data Science! 🌍 Seeing my Data Science expertise featured on a billboar...see more

From a Small Town to a Times Square Billboard ⋙ International Recognition in Data Science! 🌍 Seeing my Data Science expertise featured on a billboar...see more

𝗛𝗼𝘄 𝗜 𝗖𝗿𝗮𝗰𝗸𝗲𝗱 𝗠𝘆 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝘀 A few years ago, I was just like many of you, nervous, overwhelmed, and unsure ho...see more

𝗖𝗿𝗮𝗰𝗸𝗶𝗻𝗴 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝘀 𝗜𝘀𝗻'𝘁 𝗟𝘂𝗰𝗸 - 𝗜𝘁'𝘀 𝗦𝘁𝗿𝗮𝘁𝗲𝗴𝘆! With countless frameworks, met...see more

Last Month, a client of mine received the coveted call for a 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗶𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗮𝘁 𝗔𝗺𝗮𝘇𝗼𝗻. The excitement was palp...see more

𝗛𝗼𝘄 𝘁𝗼 𝗲𝘅𝗰𝗲𝗹 𝗶𝗻 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: ➟ Break down complex algorithms into simple, digestible parts ➟ Work on real-world d...see more

𝗬𝗲𝘀𝘁𝗲𝗿𝗱𝗮𝘆, 𝗜 𝗿𝗲𝘃𝗮𝗺𝗽𝗲𝗱 𝗮 𝗺𝗲𝘀𝘀𝘆 𝗱𝗮𝘁𝗮𝘀𝗲𝘁 𝘂𝘀𝗶𝗻𝗴 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜. That same action led to: - Identifying a 50K rev...see more

𝗣𝗲𝗿𝗳𝗲𝗰𝘁𝗹𝘆 𝗥𝗮𝘁𝗲𝗱 𝗢𝗻 𝗧𝗼𝗽𝗺𝗮𝘁𝗲 𝗜𝗻 𝗤𝟯 - 𝟱/𝟱🌟 I’m honored to announce my services received 5/5 ratings for the last 3 month...see more

Exciting news! Today, I am hosting an exclusive webinar on 𝗖𝗮𝗿𝗲𝗲𝗿 𝗖𝗿𝗮𝗳𝘁: 𝗟𝗶𝗻𝗸𝗲𝗱𝗜𝗻 𝗮𝗻𝗱 𝗥𝗲𝘀𝘂𝗺𝗲 𝗠𝗮𝘀𝘁𝗲𝗿𝘆 for KSSEM Coll...see more

𝗠𝘆 𝗵𝗼𝗻𝗲𝘀𝘁 𝗮𝗱𝘃𝗶𝗰𝗲 𝗳𝗼𝗿 𝗲𝘃𝗲𝗿𝘆𝗼𝗻𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: After sharing many career resources and receiving amazi...see more

𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝗲𝗿: You have 2 minutes to solve this question. Show me the total sales and the highest-selling product for each region, but only f...see more

Statistics interviews can be daunting, but what if I told you there’s a way to make them a lot less stressful? 🧠 Statistics Flashcards by 365 Data ...see more

𝗧𝗼𝗽 𝗦𝗤𝗟 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗜𝗱𝗲𝗮𝘀 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁𝘀! To sharpen your SQL skills and make your portfolio shine here are some excit...see more

Ready to Master SQL and unlock the power of data? Discover the ultimate SQL Mindmap to Success and transform your learning journey today! 🔹 𝗕𝗮𝘀�...see more

𝗧𝗼𝗽 𝟱 𝗗𝗮𝘁𝗮 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝗧𝗼𝗼𝗹𝘀 𝗬𝗼𝘂 𝗦𝗵𝗼𝘂𝗹𝗱 𝗞𝗻𝗼𝘄! Effective data visualization is a game-changer. Here are my to...see more

💡𝗔𝗿𝗲 𝗬𝗼𝘂 𝗥𝗲𝗮𝗱𝘆 𝘁𝗼 𝗖𝗼𝗺𝗽𝗲𝘁𝗲 𝘄𝗶𝘁𝗵 𝗔𝗜 𝗮𝗻𝗱 𝗨𝗽𝗴𝗿𝗮𝗱𝗲 𝗬𝗼𝘂𝗿 𝗦𝗸𝗶𝗹𝗹𝘀?💡 As AI reshapes industries, seize the oppo...see more