Career›Work Experience
4-Pillar Work Experience Simulation

Ship 8 production projects.
Job assistance till you get hired.

We don't sell fake job guarantees. You commit 1-2 hours a day to ship 8 enterprise-grade portfolio projects on live messy data. We rewrite your resume and LinkedIn line-by-line, unlock Topfolio Job Hunt Tracker OS, and coach you via Discord until you sign an offer.

Real code, 24h senior manager reviews, and our proprietary recruiter CRM.

18 active students this cohort8 Shipped Repos · Tracker OS includedAnuj: sat on hiring panels at 5 product cosOur first students have already landed - see results
◆ WHAT YOU WALK AWAY WITH · THE 4 PILLARS
8 Production Repositories
Enterprise datasets, automated dbt tests, Metabase dashboards, and defensible GitHub code with executive business memos.
Line-by-Line Resume & LinkedIn Rewrite
Anuj (former hiring panelist at 5 product cos) personally rewrites both with you so recruiters reach out directly.
Topfolio Job Hunt Tracker OS
Exclusive lifetime access to our proprietary recruitment CRM, urgent daily action queue, and LittleBird extension.
Discord Mentorship Till Hired
Daily async standups, 24h code review SLA, and 1:1 technical/behavioral mock interview loops until you sign an offer.
CATEGORY
Anuj Saini, your instructor
YOUR INSTRUCTOR & REVIEWER
Anuj Saini
Data Analyst / Analytics Lead · 6+ years in industry
JPMCPassion GamingSaras AnalyticsOneCodeUltrahuman
◆ WHY I CAN COMMIT TO THIS

I've hired analysts at OneCode, Saras Analytics, and Ultrahuman - and reviewed 250+ analyst resumes. I know exactly what gets a candidate into the door, and what gets them rejected on first scan.

I review every submission personally through our Discord pipeline - you'll get feedback on your work, not a rubber-stamp.

◆ 4-PILLAR CAREER COMMITMENT

Do the work. Full job hunt assistance till you're hired.

Two commitments. You commit 1-2 hours a day to ship 8 production-grade portfolio projects. I rewrite your resume and LinkedIn line-by-line, unlock Topfolio Job Hunt Tracker OS, and coach you through every interview round via Discord - until you land an analyst role.

No marketing gimmicks or fake job guarantees. Just undeniable proof of work and end-to-end assistance until you sign your offer.

01 · DURING THE 8 WEEKS
Ship 8 Production Projects
Daily stand-ups, 24h review SLA on Discord, and 8 enterprise-grade production projects on real messy data. You leave with 8 distinct, defensible repositories on your GitHub.
02 · AT COMPLETION
Line-by-Line Resume Teardown
I rewrite your resume and LinkedIn profile with you - line by line - using your real project deliverables, so recruiters find you. We polish your project READMEs to match.
03 · JOB HUNT UNTIL HIRED
Tracker OS & 1:1 Interview Coaching
Exclusive access to Topfolio Job Hunt Tracker OS CRM, cold outreach playbooks, and 1:1 technical/behavioral mock interview loops via Discord until you sign an offer.
◆ THE JOB WE'RE AIMING AT

Product-company analyst - not any data role, the ones you'd actually want:

CREDRazorpaySwiggyZeptoPhonePeMeesho+ similar tier
8 Shipped Projects·Resume + LinkedIn Overhaul·Job Hunt Tracker OS·Mentorship Till Hired
◆ THINK INVESTMENT, NOT EXPENSE

Entry-level analyst pay in India now starts around ₹45,000-₹1,00,000/month. The day you get hired, this program costs about 11% of your first month's pay.

You earn ₹4,999 back in your first 3.3 days on the job.

◆ THE CORE PORTFOLIO ENGINE

DA Advanced · 8 Production Projects

No toy tutorials or canned Kaggle CSVs. You ship 8 production projects on live messy data, each with its own GitHub repo, automated tests, and executive business memo.

8 Shipped Repositories
Wk 1Repo #01

Executive KPI & Revenue Performance Metabase Suite

Metrics a CEO would pin — defined, designed, and reconciled across 500k transactions.

PostgreSQLMetabaseDocs
repo-1-productionDefensible
Wk 2Repo #02

Customer Cohort Retention & Churn Velocity Engine

Triangular retention heatmaps and cumulative LTV curves by acquisition channel.

SQLMetabaseDocs
repo-2-productionDefensible
Wk 3Repo #03

Product Funnel Breakdown & Checkout Drop-off RCA

Root-cause isolation of a 4.2% checkout conversion drop across 1.2M telemetry events.

PostgreSQLSQL Window FunctionsDocs
repo-3-productionDefensible
Wk 4Repo #04

Growth Experimentation & A/B Decision Framework

Pre-experiment power analysis, Sample Ratio Mismatch check, and hypothesis decision memo.

PythonScipy StatsSQLDocs
repo-4-productionDefensible
Wk 5Repo #05

Operations Analytics & Anomaly Detection Engine

Replaces manual Excel sheets with automated statistical anomaly detection (rolling Z-scores).

PythonpandasSeabornJupyter
repo-5-productionDefensible
Wk 6Repo #06

Enterprise ELT Pipeline & Data Quality Suite

Dimensional star-schema transformation engine with automated data quality assertions.

PythonDuckDBSQLAlchemy
repo-6-productionDefensible
Wk 7Capstone

Serverless Cloud Pipeline on AWS Lambda

Daily automated serverless ELT pipeline triggered at 6:00 AM IST with CloudWatch alerts.

AWS LambdaEventBridgeS3Python
repo-7-productionDefensible
Wk 8Capstone

Applied Predictive Churn & LTV ML System

Cost-sensitive classification model balancing retention coupon budget against saved customer LTV.

Pythonscikit-learnJoblibDocs
repo-8-productionDefensible
Every project has a live link, README architecture diagram, and reproducible data pipeline.
8 repos on your GitHub·Zero toy datasets
◆ PILLAR 2: FULL JOB HUNT ASSISTANCE TILL YOU GET HIRED

We don't sell a job. We give you the unfair hiring advantage.

Fake "job guarantees" are marketing traps buried in fine print. We give you what actually gets you hired for an analyst role: 8 production-grade portfolio projects, line-by-line resume rewrites by an engineering hiring panelist, exclusive tracking software, and 1:1 interview prep until you sign your offer.

Panel-Grade Quality

Line-by-Line Resume & LinkedIn Rewrite

Anuj has sat on hiring panels at 5 product companies and reviewed hundreds of resumes. We rewrite yours line-by-line to showcase business impact, not generic course exercises.

Before: "Created dashboards and SQL queries using Python on Kaggle data."
After: "Architected automated dbt data marts over 2.4M event records; surfaced retention cohort models in Metabase reducing executive decision latency from 3 days to instant. Defensible GitHub repository + live demo."
Personal 1:1 teardown sessionLinkedIn SEO optimized
Exclusive In-House OS

Topfolio Job Hunt Tracker OS

Say goodbye to chaotic spreadsheets. Track every recruiter, company pipeline, and interview stage inside our purpose-built application CRM with urgent daily action queues.

Urgent Daily Action QueuePrioritized
Funnel Conversion Diagnostics14.6% Avg Rate
1-Click Recruiter & Company CaptureLittleBird Extension
Lifetime access includedPipeline CRM
Outreach Playbooks

Targeted Outreach & DM Scripts

Stop mass-applying into ATS black holes. We equip you with high-converting cold messaging playbooks that position your 8 live repositories directly in front of engineering managers.

Playbook Formula:
1. Problem-first opener referencing their recent engineering blog
2. Link to your specific project repo solving that exact problem
3. Low-friction ask: 10m feedback vs asking for a job
Proven 28%+ response rateBattle-tested templates
1:1 Live Coaching

Technical & Behavioral Mock Loops

Before you walk into a round at CRED, Razorpay, Swiggy, or high-growth startups, you practice the exact interview loops with Anuj — live SQL queries, portfolio defense, and trade-off questioning.

Real-time technical stress testing & SQL live coding
Defending data engineering decisions & schema trade-offs
Salary negotiation coaching so you don't leave money on the table
Unlimited loops until you signDirect 1:1 with Anuj
We stick with you in Discord through every application, interview round, and offer negotiation until you are hired.
Till You Land · No Expiry Date
Pillar 3 · In-House Software Moat

You don't hunt in messy spreadsheets. You use our Job Hunt Tracker OS.

Most bootcamps abandon you with a generic spreadsheet template. Work Experience members get exclusive lifetime access to Topfolio Job Hunt Tracker OS — our native recruitment CRM with daily action queues, interview funnel diagnostics, and proven outreach workflows.

topfolio.in/tracker · Job Hunt OS v2.4
Sprint Active · 4 Follow-Ups Due Today
Today's High-Priority Action Queue
3 of 5 Done
Follow up with CRED Tech Lead (Day 3 Post-Screen)
Sent custom Metabase dashboard link from Project #3
Sent
Cold DM Swiggy Senior Analytics Manager
Use Playbook Template B (Referral Inquiry via dbt project)
Due 4 PM
1:1 Mock Interview prep with Anuj in Discord
Drill SQL window functions & retention metrics
Tonight
Live Application Pipeline
Total Active: 38
Applied
24
Active
Screening
8
3 this week
Technical
4
2 rounds
Final / Offer
2
In negotiation
Funnel AnalyticsTop 5% Benchmarked
Application → Interview Rate14.6%
Industry benchmark is ~2.0%
LinkedIn Outreach Response28.4%
With customized project repo links & executive briefs
Diagnostics Tool: Automatically flags if your resume bullet points or outreach cadence need tuning.
01 · Daily Action Accountability

No guesswork. Log in each morning and see the exact 5 high-leverage follow-ups and outreach targets calculated for your search.

02 · Recruiter CRM & LittleBird

Track hiring managers, recruiter communication histories, interview rounds, and notes in one unified pipeline with zero data loss.

03 · Mentor Visibility

Anuj monitors your funnel in real-time. If your conversion drops at any stage, we intervene immediately with customized prep.

◆ PILLAR 4: THE 100% DISCORD OPERATING MODEL

How the program runs: daily standups, 24h reviews, and direct 1:1 DMs.

No 500-person anonymous lecture halls. No ghosting teaching assistants. You operate inside a private Discord server structured like a modern engineering team — with daily manager accountability and a strict 24-hour review SLA from Anuj personally.

Topfolio Engineering HQActive Cohort
Anuj Online
Daily Engineering
daily-standup3
project-reviews24h SLA
architecture-discussions
Job Hunt Acceleration
job-hunt-war-room
interview-debriefs
1-on-1-mentorship-anuj
A
Anuj (Instructor)
Direct Support Active
R
Rohan (Student)Yesterday at 6:42 PM

Pushed PR for Project #3: Fintech Churn Pipeline. Built the dbt dimensional models and hooked up the Metabase retention curves. Ready for your review @Anuj!

A
AnujInstructor / Hiring PanelistYesterday at 9:15 PM

Reviewed your PR #3. The window logic for rolling 30-day cohort retention is clean. Two adjustments before you lock the GitHub repository:

// 1. Schema Trait:
Your cancellation timestamp has NULLs for active subscriptions. Wrap with COALESCE to avoid dropping current active MRR.
// 2. Executive Memo:
Frame the 4.2% drop in cohort churn as "₹18.4L annual recurring revenue protected". That is what clears the hiring manager screen.

Once pushed, your repo is interview-ready. Great execution!

Daily Standup System: 15-second async check-in every morning keeps you on track.
Guaranteed 24-Hour Review SLA

Every pull request, dashboard, and analysis doc gets personal written feedback within 24 hours. No waiting a week for generic TA stamps.

Manager Accountability

Daily async standups mirror real engineering teams. If you get blocked or go silent, you receive an immediate direct check-in.

Direct 1:1 Mentor DMs

Message Anuj directly whenever you are stuck on an edge-case query, want a quick audio huddle, or need strategy before a recruiter call.

◆ FIRST RESULTS

Where the first students landed.

The first students through my programs. Real names, real outcomes, shown with their permission.

Pradeep and Ansh Gupta came through the 12-week Career Track and mentorship with Anuj, not this one. Each card says which programme the student came through.

Pradeep
Pradeep
Career Track · 12 weeks
Data Analyst at Chosen Store
Placed at Chosen Store

Non-tech background, BA in 2022, then a four-year gap. Learnt data from scratch in the program and landed a full-time role.

Akshobya
Akshobya
Work Experience · 8 weeks
Data Analyst
Received 3 offers, chose the one he found best

Finished the program with three offers on the table, compared them, and went with the one that fit him best.

Ansh Gupta
Ansh Gupta
Mentorship · Resume & strategy
Retail Credit Risk Analyst at L&T Finance
Joined L&T Finance as Retail Credit Risk Analyst (Manager, IC)

Came for a SQL Pack and a resume check: feedback was “too basic, fails the 6-second scan.” Rebuilt quantified bullets and added a SQL project, then landed the role. Credits Python & SQL plus understanding the business and showing the recruiter he gets their business.

Individual results vary depending on individual effort, background, and market conditions. The 100% Money-Back Job Guarantee is a contractual tuition refund warranty applicable exclusively to the Founder Career Guarantee Tier (Section 8.4). Outcomes as of Aug 2026.

How we verify outcomes

Every outcome above is a real, named student who gave permission for their name, photo and outcome to be shown. We hold dated confirmation on file for each one, and we remove a story immediately if the student withdraws consent. We do not publish salary figures, and we make no claim about how long a job search takes.

◆ BUILT FOR YOU IF…

Same program. Different starting points.

The commitment is the same: 8 production projects, line-by-line resume rewrite by Anuj, full Topfolio Tracker OS access, and job assistance until you get hired. The bridge from where you are today to an analyst role looks different per situation. Find yours.

FINAL-YEAR STUDENT
Placements hit in 2-3 months

Where you are: You're in 4th year. Campus placements start August-September. You have zero portfolio and every CS resume looks the same.

The bridge: This summer is your 8 weeks of focused building. You walk into campus placements with 8 GitHub repositories + a rewritten resume + the Job Hunt Tracker OS. Most of your batch is still scrambling.

STUCK AT A SERVICE COMPANY
TCS/Infy/Wipro → product company

Where you are: 1-2 years in. Strong SQL. You've been applying to CRED, Razorpay, Swiggy for months. Silent rejections. Your work reads like 'ran the same query every Tuesday.'

The bridge: I rewrite your resume around the work product companies actually test for - Python, A/B test design, pipelines, applied ML. Keep your current paycheck while we do this. Switch only when you've landed the new one.

JUST GRADUATED · NO OFFER
Campus didn't land - now what?

Where you are: Graduated 3-6 months back. Your batch placed; you didn't. Off-campus applications go into a black hole. You're days away from losing the 'fresher' label.

The bridge: Full-time focus + 8 weeks = 8 defendable repositories + the off-campus outreach playbook. The bridge between 'last day of college' and 'first analyst job.'

WORKING PRO · SWITCHING
SDE/QA/DevOps → data analytics

Where you are: 1-3 years into an engineering role you don't want. The gap between 'current role' and 'first analyst job' feels uncrossable without a portfolio.

The bridge: Evenings + weekends are enough. Recontextualize your existing experience around analyst work - not pretending you were always a data person. Keep your current job till you land the new one.

BOOTCAMP SURVIVOR
Spent ₹2-5L. Still hunting.

Where you are: Scaler / Newton / Masai / Pesto finished 6+ months ago. Skills are fine; the projects look identical to every other grad's. Recruiters can't tell who's actually good.

The bridge: 8 unique production projects on real business data (not generic Titanic/Iris CSVs) + personal resume overhaul + Job Hunt Tracker OS. The piece that actually closes the loop.

◆ WHY OUR STUDENTS ACTUALLY FINISH

Someone's in your corner. Literally.

You're not doing this solo. Every student names one person they trust at enrollment, and we almost never have to involve them - just knowing someone's in your corner is what keeps most people going. If you do go quiet for five days, we send that one person a short, respectful check-in. Not a punishment - a nudge.

Required to activate your program · stored privately
01 · AT ENROLLMENT
You name one person
Parent, sibling, partner, manager, friend - your call. The point is someone who has standing to push you.
02 · DURING THE PROGRAM
If you go silent for 5+ days
No stand-ups, no replies, no submissions, no explanation. Pausing is fine; ghosting isn't.
03 · IF IT EVER COMES TO THAT
One respectful nudge, rarely sent
We almost never have to actually message them - just knowing the call could happen is usually enough. If we do reach out, it's a short, kind check-in, not an ultimatum.
◆ PREREQUISITE & FIT CHECK

Not sure if you have the prerequisites for Work Experience?

Work Experience is an advanced simulation requiring prior proficiency in SQL (CTEs, Window functions, JOINs) & Python. If you need step-by-step teaching from scratch, our 12-Week Career Track starts from zero with 1:1 mentorship.

◆ THE ARTIFACTS, IN DETAIL

Real artifacts that go on your resume - not certificates.

01
Project 1: Executive KPI & Revenue Performance Metabase Suite
02
Project 2: Customer Cohort Retention & Churn Velocity Engine
03
Project 3: Product Funnel Breakdown & Checkout Drop-off RCA Doc
04
Project 4: Growth Experimentation & A/B Test Decision Framework
05
Project 5: Automated Python Operations Analytics & Anomaly Detection Notebook
06
Project 6: Enterprise ELT Pipeline & Data Quality Transformation Engine
07
Project 7: Live Scheduled Cloud Pipeline on AWS Lambda
08
Project 8: Applied Predictive Churn & LTV Machine Learning System
◆ PROGRAM PREVIEW · DATA ANALYST - ADVANCED

Your 8-week journey, one week at a time.

◉
WEEK 1
Executive KPI & Revenue Performance Suite
◇
WEEK 2
Customer Cohort Retention & Churn Velocity
◆
WEEK 3
Product Funnel Breakdown & Checkout Drop-off RCA
◈
WEEK 4
Growth Experimentation & A/B Decision Framework
▣
WEEK 5
Operations Analytics & Anomaly Detection Engine
★
WEEK 6
Enterprise ELT Pipeline & Data Quality Suite
◎
WEEK 7
Serverless Cloud Pipeline on AWS Lambda
◐
WEEK 8
Applied Predictive Churn & LTV ML System
◆ 4 PILLARS · ZERO COMPROMISES

Do the work. We stick with you till you're hired.

8 production-grade portfolio projects, line-by-line resume rewrite by Anuj, Topfolio Job Hunt Tracker OS, and Discord mentorship until you sign your offer.

Real code, senior manager reviews, and end-to-end job hunt coaching until you land.