Hi there, I'm Sanjay
Portfolios - LinkedIn - Twitter - Website - Google Featured - Contact me.
👨🏻💻 About Me
✨ Data Engineer | Prev. PM @girlscript
⚡ Check my ✨ Website or 🌱 eBook
📫 How to reach me: Schedule Call or Join Newsletter
👯 Join my opensource community recodehive
💬 Ask me about SEO/Data Science.
🛠 Tech Stack/ Certifications
Languages: 
Frameworks and Libraries:
Tools and Platforms: 
📝 Curated Articles
I write regular blog posts, most of which you will find on my personal website <re/code> hive
Below are the few trending posts.👇
📘 GitHub Cheat sheet | Complete Tutorials.
📒 Google Student Ambassdor Program 2025
📙 Develop SQL Skills, SQL for Dummies
➡️ more blog posts...
⚙️ GitHub Analytics
📚 Recent Projects/ Activity
✨ Semi Supervised Sequence Learning - LSTM
✨ Stack overflow Data Analysis of last 3 years.
✨ Personal Portfolio page - Neomorphism Design
✨ Opensource contributor @recodehive.
✨ Twitter Tweets Scrapping and Sentiment Analysis
- 🎉 Merged PR #3 in sanjay-kv/sanjay-kv
- 💪 Opened PR #3 in sanjay-kv/sanjay-kv
- 🎉 Merged PR #18 in sanjay-kv/Stackoverflow-Analysis
- 💪 Opened PR #18 in sanjay-kv/Stackoverflow-Analysis
- 🎉 Merged PR #3 in sanjay-kv/Sanjay-K-V-resume
📈 Catch up with Me...
$ whoami
user@localhost:~$ cat /etc/system-release
Background: Data Engineering
Target: Business Analyst / Technical Program Manager
Goal: Make me hireable at **mid-level BA** ($90K–$130K range)
Status: Transition in progress
Started: From engineer to strategist
I'm not a BA yet. This GitHub is where I'm becoming one — every framework learned, every requirements doc written, every stakeholder scenario practiced, documented in real time.
● ba-transition.service - Data Engineer → Business Analyst Transformation
Active: active (running) since Week 1
Phase: 1/4 — BA Foundations & Business Acumen
Duration: Week 1 of 4
| My DE Skill | How It Maps to BA Value |
|---|---|
| Data pipeline design | You can write data requirements that engineers actually respect |
| SQL & data modeling | You can validate data assumptions stakeholders make (they're usually wrong) |
| ETL / data flow understanding | You can translate business needs into technical feasibility instantly |
| Working with engineers | You speak both languages — business & technical |
| Root cause analysis on data | You can identify why a business metric is moving, not just that it moved |
| Familiarity with cloud platforms | Data governance, compliance, and architecture requirements are second nature |
| Phase | Module | Week | Light | Status |
|---|---|---|---|---|
| WEEK 1 | BA Foundations & Business Acumen | |||
| What BAs Actually Do in Tech | 1 | 🟢 | ▓░░░░░░░░░ Running |
|
| Business Acumen & Financial Literacy | 1 | ⚪ | ░░░░░░░░░░ Pending |
|
| Elicitation Techniques Deep Dive | 1 | ⚪ | ░░░░░░░░░░ Pending |
|
| WEEK 2 | Requirements Engineering | |||
| BRD Writing & SMART Requirements | 2 | ⚪ | ░░░░░░░░░░ Pending |
|
| Stakeholder Management & RACI | 2 | ⚪ | ░░░░░░░░░░ Pending |
|
| Data Analysis for BA (SQL, BI Tools) | 2 | ⚪ | ░░░░░░░░░░ Pending |
|
| WEEK 3 | Process Modeling, Agile & Tools | |||
| BPMN 2.0 & Swim Lane Diagrams | 3 | ⚪ | ░░░░░░░░░░ Pending |
|
| Agile BA — Scrum & Backlog Management | 3 | ⚪ | ░░░░░░░░░░ Pending |
|
| Tools Hands-On Lab (Jira, Confluence, Lucidchart) | 3 | ⚪ | ░░░░░░░░░░ Pending |
|
| Build BA Portfolio on GitHub | 3 | ⚪ | ░░░░░░░░░░ Pending |
|
| WEEK 4 | Senior-Level Skills & Interview Readiness | |||
| Business Case Writing & ROI Analysis | 4 | ⚪ | ░░░░░░░░░░ Pending |
|
| STAR Interview Stories (12 scenarios) | 4 | ⚪ | ░░░░░░░░░░ Pending |
|
| Resume & LinkedIn Reframe | 4 | ⚪ | ░░░░░░░░░░ Pending |
|
| Apply to 20+ Targeted Roles | 4 | ⚪ | ░░░░░░░░░░ Pending |
🟢 Running 🟡 Queued 🔵 Complete ⚪ Pending
WEEK 1 WEEK 2 WEEK 3 WEEK 4
┌────────────┐ ┌────────────┐ ┌────────────┐ ┌────────────┐
│ BA │─────▶│REQUIREMENTS│─────▶│ PROCESS │─────▶│ SENIOR │
│FOUNDATIONS │ │ENGINEERING │ │ MODELING │ │ SKILLS & │
│ │ │ │ │ & AGILE │ │ INTERVIEW │
│ BA in Tech │ │ BRD/FRS │ │ BPMN 2.0 │ │ READINESS │
│ Biz Acumen │ │ User Stories│ │ Scrum/Agile│ │ Business │
│ Elicitation│ │ Stakeholders│ │ Jira/Conf. │ │ Case + ROI │
│ OKR / KPI │ │ Data for BA│ │ Portfolio │ │ STAR Stories│
└─────┬──────┘ └────────────┘ └────────────┘ └────────────┘
│
[HERE]
Most BAs have zero technical depth.
I have what they don't. This is the pitch.
| My DE Skill | Business Value as a BA |
|---|---|
| Data pipeline design | Write requirements engineers actually respect — no back-and-forth |
| SQL & data modeling | Validate every data assumption a stakeholder makes (they're usually wrong) |
| ETL / data flow knowledge | Instantly assess technical feasibility of any business request |
| Root cause analysis | Identify why a metric is moving, not just that it moved |
| Cross-team engineering experience | Speak both languages — business and technical — without a translator |
| Cloud platform familiarity | Data governance, compliance & architecture requirements are second nature |
| Repository | Description | |
|---|---|---|
ba-transition |
🟢 | 4-week BA learning plan, practice BRDs, process diagrams, and case studies |
ba-portfolio |
⚪ | Real BA artifacts — BRDs, user stories, BPMN diagrams, business cases |
stakeholder-scenarios |
⚪ | STAR interview stories, conflict scenarios, and executive briefs |
data-analysis-for-ba |
⚪ | SQL practice sets and BI dashboard requirements written as a BA |
I'm building real BA artifacts — not just notes, but deliverables I could hand to an engineering team tomorrow.
What I'm producing:
- Business Requirements Documents (BRD) — written to BABOK standards
- BPMN 2.0 process flows — AS-IS and TO-BE states
- User stories with Gherkin acceptance criteria
- Stakeholder maps using the Power/Interest grid
- Business cases with ROI and cost-benefit analysis
- Executive 1-pagers for C-suite communication
First artifacts in progress — portfolio building now.
Priority queue for certifications — ordered by ROI for this transition:
| Priority | Certification | Body | Timeline | Status |
|---|---|---|---|---|
| 🥇 | PMI-PBA (Professional in Business Analysis) | PMI | 3–4 months | ⚪ Planned |
| 🥈 | CSPO (Certified Scrum Product Owner) | Scrum Alliance | 2 days + study | ⚪ Planned |
| 🥉 | CBAP (Certified BA Professional) | IIBA | After 12 months exp | ⚪ Future |
| 4th | PMI-ACP (Agile Certified Practitioner) | PMI | 2–3 months | ⚪ Future |
⚠️ CBAP requires 7,500 hours of BA experience. Targeting PMI-PBA first.
Honest salary targets based on U.S. market 2024–2025 data.
DE background = competitive advantage for technical BA and TPM tracks.
| Role | Experience Needed | Base Salary Range | Fit Score |
|---|---|---|---|
| Technical Business Analyst | 3–5 years | $110K–$145K | ⭐⭐⭐⭐⭐ |
| Business Analyst (Mid) | 2–4 years | $85K–$115K | ⭐⭐⭐⭐⭐ |
| Technical Program Manager | 4–7 years | $130K–$180K | ⭐⭐⭐⭐ |
| Product Analyst | 2–4 years | $95K–$135K | ⭐⭐⭐⭐ |
| Senior Business Analyst | 5–7 years | $115K–$160K | 12–18 months away |
Currently Learning:
- BABOK v3 — Chapters 1, 2, 5 (not the whole book — that's a trap)
- Elicitation & collaboration techniques
- Business acumen: OKRs, KPIs, unit economics, financial literacy
- BPMN 2.0 process notation
Study Resources:
- Business Analysis Body of Knowledge (BABOK v3) — IIBA
- User Story Mapping — Jeff Patton
- Writing Effective Use Cases — Alistair Cockburn
- BA Mentor — YouTube — Adriana Beal's channel
- Microsoft Learn — Power BI — free
🟢 [Week 1] — BA Foundations & Business Acumen
Understanding BA role in tech, DE→BA gap analysis,
financial literacy basics, elicitation techniques
This section updates weekly.
4 weeks is the start, not the destination.
Month 1 → Land first BA or Technical BA role (contract counts)
Month 2–3 → Get domain expertise in target industry vertical
Month 3–6 → Lead first full requirements cycle end-to-end
Month 4 → Begin PMI-PBA study
Month 6 → Deliver measurable business impact — document with numbers
Month 8 → Start applying for Senior BA roles (internal or external)
Month 9 → Pass PMI-PBA or CSPO certification
Month 12 → Senior BA role with demonstrated portfolio and impact stories
$ uptime
Data Engineer by training. Business Analyst in progress. Building in public.
Do you want to contact me for collaboration opportunities? ⟶ Contact Details
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