Georgia

Shanikwa Haynes (Nikki)

Data analyst, WGU MSDA graduate, VITA-certified tax preparer, and writer of the Analytics by Shanikwa weekly letter. I came to data analytics from criminal justice — which means I know exactly what it's like to build a new technical identity from scratch.

WGU MSDA BA Accounting · UMPI VITA Certified Data Analyst
The Story

From criminal justice to data analytics — and everything in between.

I started in criminal justice. Not because I didn't love numbers — I always loved numbers — but because that's where I thought I was headed. At some point the path bent. I found accounting. Then I found data. Then I found that the two things I cared about most were the same thing: making sense of what's actually happening, with whatever information you have.

I completed a Bachelor's in Accounting at the University of Maine at Presque Isle, earned VITA certification as a volunteer tax preparer, and then kept going — enrolling in Western Governors University's Master of Science in Data Analytics program, where I worked through eleven courses covering SQL, Python, R, Tableau, machine learning, and a full data science capstone.

Along the way, I started writing about what I was learning — and about the Bible, which kept showing up in my data work in ways I hadn't expected. The letter is where those two things meet. It's for people like me: career-changers, accountants who are curious about code, analysts who still believe the work means something.

11
WGU Courses Completed
VITA
Tax Preparer Certified
5+
Technical Skills
0
Letter Subscribers
Education

Credentials that show the work.

🎓

B.A. Accounting

University of Maine at Presque Isle (UMPI) · 2026–2026
Accounting · CPA track — Georgia

🎓

M.S. Data Analytics

Western Governors University (WGU) · 2025–2025
Courses: D596–D606 · SQL, Python, R, Tableau, ML, Capstone
Specialization: Data Science

🎓

B.S. Business Administration

Western Governors University (WGU) · 2024–2025
Concentration: Business Management

🎓

B.S. Criminal Justice

Dalton State College (DSC) · 2018–2021
Minor: Psychology

📋

VITA Certification

IRS Volunteer Income Tax Assistance
Certified tax preparer with real client filing experience

💻

WGU Portfolio — GitHub

All 11 MSDA course deliverables publicly available
github.com/ShanikwaH/WGU_Portfolio

📊

Streamlit Dashboard

Live AI/BI dashboard deployed in Python
View live dashboard ↗

✍️

Analytics by Shanikwa — Weekly Letter

0 subscribers · Est. 2025
Bible stories + data stewardship · Every Sunday 5 am ET

Experience

The work history behind the work.

2024 — Present

Data Analyst & Creator

Analytics by Shanikwa · Self-employed · Georgia
  • Built and launched analyticsbyshanikwa.com — portfolio, newsletter, and template shop
  • Completed WGU MSDA program (D596–D606) with live GitHub portfolio for all deliverables
  • Published weekly newsletter pairing Bible stories with data stewardship for 0 subscribers
  • Developed Streamlit AI/BI dashboard deployed publicly on Streamlit Cloud
  • Created and sold accounting templates (CPA tracker, ratio calculator, interview prep, SQL guide)
2024

Security Professional

Allied Universal · Georgia
  • Managed site security operations and incident documentation with attention to data accuracy
  • Applied systematic reporting and pattern recognition — skills that transferred directly to data work
  • Maintained detailed logs and records — foundational for later transition into structured data analysis
Ongoing

VITA Volunteer Tax Preparer

IRS VITA Program · Georgia
  • IRS-certified volunteer preparing real tax returns for low-to-moderate-income clients
  • Applied accounting fundamentals in a live client-facing environment
  • Maintained accuracy and compliance under time constraints — directly relevant to CPA track
2022 — 2023

Warehouse Associate

Amazon · Tennessee
  • Monitored daily fulfillment volume using scanner records for 100+ customer orders
  • Identified packaging bottlenecks and suggested process improvements
  • Maintained inventory accuracy through systematic scanning and variance flagging
2022 — 2023

Practical Instructor 2

Georgia Department of Juvenile Justice
  • Evaluated academic performance for 20+ students using Infinite Campus system
  • Maintained detailed records supporting 75% pass rate through data-driven monitoring
  • Tracked behavioral and academic trends to identify barriers to student progression
2021

Assistant Manager / Cashier

Dollar Tree · Georgia
  • Tracked shelf inventory trends during stocking cycles and communicated insights to leadership
  • Captured customer behavior patterns to aid store layout optimization discussions
  • Maintained operational logs, improving visibility for opening and closing procedures
Technical Skills

Tools I use every week.

⟨/⟩
SQL
Data & Query
0%
Joins, subqueries, window functions, CTEs. Used across all 11 WGU MSDA courses and the GitHub portfolio.
📊
Excel / Power Query
Data & Query
0%
VLOOKUP, INDEX/MATCH, conditional formatting, Power Query. Every product in the shop runs on Excel logic.
🐍
Python
Data & Query
0%
Data cleaning, EDA, ML pipelines with scikit-learn. Deployed a live Streamlit AI/BI dashboard.
📈
R (tidyverse, ggplot2)
Data & Query
0%
Statistical analysis and visualization for WGU capstone. Regression modeling, data wrangling with dplyr.
📉
Tableau
Visualization
0%
Built interactive dashboards for WGU coursework. LOD expressions, calculated fields, cross-tab analytics.
💼
Financial Accounting (GAAP)
Visualization & Finance
0%
Full GAAP accounting cycle. UMPI B.A. Accounting graduate, pursuing CPA licensure in Georgia.
📋
Tax Preparation (VITA)
Finance
0%
IRS VITA-certified. Prepared real client tax returns under compliance conditions — 1040, Schedule A/C.
🧠
Machine Learning
Data & Query
0%
Supervised learning: logistic regression, decision trees, random forest. Applied in WGU MSDA capstone.
📗
Google Sheets
Tools & Platforms
0%
All 4 products in the shop are Google Sheets. ARRAYFORMULA, IMPORTRANGE, QUERY function, conditional formatting systems.
🖥️
Streamlit
Tools & Platforms
0%
Built and deployed a live AI/BI dashboard on Streamlit Cloud. Interactive charts, data uploads, model inference.
🔀
Git / GitHub
Tools & Platforms
0%
All 11 WGU deliverables publicly tracked on GitHub. This site is deployed via GitHub Pages with commit history.
🔭
Looker Studio
Tools & Platforms
0%
Connected Google Sheets to Looker Studio for automated reporting dashboards. Blended data sources and calculated metrics.
Get in Touch

Questions, collaborations, and reader mail.

Reply to any letter, or use this form. I read everything — usually within a day or two.

Direct Email
hello@analyticsbyshanikwa.com
Based In

Georgia

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