Resources
Data Career Resources
Section titled “Data Career Resources”Welcome to the DataDivas resource collection! This comprehensive library contains curated resources to help you transition into and excel in data careers.
Current Editors: Yanna (@DataDiva93)
Contact: [email protected]
About This Repository
Section titled “About This Repository”This repository is tailored to professionals seeking resources and connections to transition into a data career role. Data career roles encompass a wide range of positions that focus on the collection, analysis, management, and interpretation of data.
Common Data Career Roles
Section titled “Common Data Career Roles”- Data Analyst
- Data Scientist
- Data Engineer
- Business Intelligence (BI) Analyst
- Business Intelligence (BI) Developer
- Data Architect
- Machine Learning Engineer
- Data Governance Specialist
- Statistician
- Data Quality Analyst
- Research Scientist
- Chief Data Officer (CDO)
- Data Visualization Specialist
Resource Categories
Section titled “Resource Categories”Essential resources for professionals breaking into data careers, including portfolio guides, Power BI fundamentals, and Python learning materials.
Comprehensive guide to 13+ data career roles organized by experience level (Entry, Junior, Senior, and Niche roles), complete with:
- Job descriptions
- Key responsibilities
- Required skills and tools
- Salary ranges
- Transferrable skills
Extensive collection of data analytics, engineering, and science resources including:
- Free courses (Python, SQL, MySQL, MongoDB, PySpark, Kafka, Git, CI/CD, Data Warehousing, DBT, Snowflake, Azure Databricks)
- Data engineering projects (ETL pipelines, dashboards, streaming projects)
- Data science repositories and GitHub resources
- Community resources and guides
Microsoft Excel learning resources covering:
- YouTube channels for Excel learning
- 101 essential Excel functions
- Excel shortcuts and productivity tips
- Interview preparation questions
- VBA for Excel
Microsoft Azure learning materials including:
- Azure certification guides (AZ-900)
- Practice tests and study guides
- Azure Databricks courses
- Interview preparation Q&A
- 12-week Azure study roadmap
Comprehensive SQL learning and practice materials:
- 200+ SQL interview questions and answers
- 150 SQL practice queries
- LeetCode SQL problems
- PySpark interview questions
- Quick reference guides and cheat sheets
Complete 12-week study guide developed by FAANG engineers covering:
- SQL practice problems and video tutorials
- Database design and ETL concepts
- Data warehouse design
- Algorithms and data structures
- System design
- Apache Spark resources
- Recommended books and courses
Getting Started
Section titled “Getting Started”Use This Repository To:
Section titled “Use This Repository To:”- Reverse engineer your life - Create a roadmap for career transition
- Practice labs - Hands-on learning with real projects
- Pass exams - Study guides for certifications
- Enhance skill-sets - Resources for niche areas
Recommended Timeline
Section titled “Recommended Timeline”3-6 months of strict discipline, determination, and focus can put you in the top 1% of the world’s largest earners. START NOW!
Use a 12-week calendar to track your pace and hold yourself accountable.
When Lacking Energy, Motivation, or Pressed for Time
Section titled “When Lacking Energy, Motivation, or Pressed for Time”- Listen to Data Enthusiasts YouTube channels
- Research Job Descriptions for admired roles
- Update Resume Bullets to reflect needed experience for desired role with Key Words
- Set SMART goals
- Answer Interview Questions with SMART method
- Navigate Software and Practice Labs
- Reflect on Transferrable Skills and tie them into Desired Roles
- Ask Copilot or ChatGPT questions pertaining to Data
Additional DataDiva Resources
Section titled “Additional DataDiva Resources”Guide to accessing free Udemy courses
Strategic guide for job searching in data
Comprehensive glossary of data terminology
Complete interview preparation guide
Expert career advice for data professionals
Join the DataDivas community on Discord
A Message from the Founder
Section titled “A Message from the Founder”I want to start by saying that this is your journey, and your journey is PERSONAL. Do NOT compare your journey or timeline to anyone else’s. You are your ONLY opponent.
In a world filled with adversity and turmoil, stay focused on what matters to you the most. Create daily routines, schedules, strategies, and techniques to ensure discipline and consistency REMAIN the most important part of your day-to-day.
Be open to FRIENDLY competition, networking across, congratulating your peers in the ecosystem, and remember to always pay it forward. Always be open to sharing your resources and/or story with others. You never know who you’re inspiring!
Success Principles
Section titled “Success Principles”- Set your pace - Don’t rush, take time to master each tool
- Take necessary breaks - Regroup and restore
- Give yourself grace - Learning is a journey
- Remain consistent - Daily progress compounds
- Eat healthy & stay hydrated - Physical health supports mental performance
- Get proper rest - Sleep is essential for learning
- Celebrate small wins - Acknowledge your progress
Daily Practices
Section titled “Daily Practices”- Set your intentions daily
- Write down your goals
- Create a roadmap to execute your plans
- Stay connected to community
- Establish accountability partners
- Join study groups
Updates
Section titled “Updates”Currently managed & edited by Yanna (DataDiva93).
Expected updates: Every other Sunday night (God willing)
Blessings to all & best of wishes on your journey transitioning into Data!
Contributing
Section titled “Contributing”Any Data Enthusiasts interested in joining as an editor are welcome to do so and will be noted. Please email [email protected] to be added.