Rukayat Rauf  ·  Business Intelligence & Analytics

I help businesses turn data into better decisions and help the next generation of analysts learn to do the same.

Analytics consultant, researcher, and founder of Ratafar Academy — based in France, working globally.

Top Rated Upwork freelance status
ESIEE Paris M.Sc. Management of Technology & IS
10+ BI & analytics projects delivered
24,000+ Analytics community across platforms
The belief behind everything here

Data doesn't improve anything by existing.
It only matters when it changes a decision.

I Consulting

Start with the problem, not the tool.

Every engagement begins with the business question — what needs to change, and what data can move it. The dashboard is the last thing designed, not the first.

II Research

Test the idea on real data.

A Master's thesis on predicting IT project delays used 18 actual project records — because theoretical models that haven't touched real-world messiness aren't useful models.

III Ratafar Academy

Teach the thinking, not just the tool.

Analysts who understand why a metric matters produce better dashboards than those who only know how to build them. The tool is the easy part.

IV Content

Explain it out loud.

If you can't teach it clearly to someone else, you probably don't understand it well enough yourself. Publishing is a form of quality control.

A note on why this exists

I got into data analytics because I wanted to understand how organisations actually make decisions — and kept finding that the bottleneck wasn't the data, it was the translation. Between what the numbers showed and what the team believed, there was a gap. Consulting is my attempt to close that gap for organisations directly. Ratafar Academy is my attempt to train a generation of analysts who know how to close it themselves. This website is the common roof over both.

Rukayat Rauf  ·  Founder, Ratafar Academy

Where would you like to start?

Three paths into this work.

For businesses

Looking to hire a data analyst or consultant?

Business intelligence dashboards, sales and financial analytics, CRM reporting — built to answer a specific business question, not just to look good in a meeting.

Work With Me →
For aspiring analysts

Want to build in-demand data skills that employers care about?

Ratafar Academy teaches Excel, SQL, Power BI, Python, and AI for analytics in live cohorts — practical, career-focused, grounded in real client work.

Explore Ratafar Academy →
For recruiters

Evaluating my experience for a role?

Case studies and applied research alongside a Master's thesis in predictive analytics. The Academy and public content are the communication track record behind the resume.

See My Work →
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Featured work

★ Featured — Master's Thesis  ·  ESIEE Paris, France

A project manager wakes up on day 60 of a 90-day engagement and has no idea whether the project is on track. The warning signs were there in the data. Nobody was looking at them systematically.

Predictive Analytics for Improving IT Project Delivery Outcomes

I built and validated a machine learning pipeline to predict schedule delay in IT software projects using only data available at the project's start — enabling teams to act before delay becomes inevitable, not after it's already happened.

Python Random Forest Logistic Regression Scikit-learn LOOCV
View Full Case Study →
83%Classification accuracy
8.21RF regression MAE (days)
3ML models compared
18Real IT project records
Key finding: Random Forest outperformed Multiple Linear Regression (MAE 8.21 vs 11.90 days) — non-linear models better capture early warning signals in project network data.

A marketing team running campaigns on three channels couldn't tell which one was driving revenue — or why the busiest month wasn't the most profitable.

Power BI · Marketing Analytics

Marketing Campaign Performance Analysis

An interactive dashboard breaking ROAS, conversion, and engagement down by channel, season, and campaign type — so the team could stop spreading budget evenly and start putting it where it worked.

22.5xBest-platform ROAS
63%Revenue from discounts
4Channels analysed
Read the full case study →

A finance team spending hours each month compiling a P&L manually — and still delivering it late, with errors that only surfaced in the next cycle.

Power BI · Financial Intelligence

Financial & Income Statement Dashboard

A 4-page executive BI dashboard replacing manual monthly reporting with live visibility — monthly and quarterly modes, one source of truth, zero manual compilation.

4Dashboard pages
2xReporting modes built in
Read the full case study →
Content in action

The thinking, made public.

The same analysis that informs client work shows up in public content — so visitors see how I think before deciding to work or learn with me.

Who teaches itA working BI analyst — still delivering client projects
FormatLive cohorts with direct instructor access
After completingA portfolio project built on real data
Taught alongsideActive consulting and analytics research

Ratafar Academy — founded by Rukayat Rauf

A school built on the belief that anyone can learn to work with data — if it's taught the right way.

Most data courses teach tools. Ratafar Academy teaches thinking — because the difference between a good analyst and a great one isn't knowing Power BI. It's knowing which question to answer with it.

Excel for Data Analysis SQL Power BI Python AI for Analytics Portfolio Development Career Preparation
24K+Community across platforms
50+Analysts mentored directly
"

[Placeholder — a real student outcome: what changed, what they could do, what they landed.]

— Student name · Course or cohort completed

decisions influenced by analytics work, Academy graduates, and public content — since 2022.

Calculated across 10+ BI projects × estimated monthly active dashboard users, 50+ mentored analysts, and 24,000+ community members.

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What people say

Business client

[Placeholder — a real client quote about a specific outcome from a consulting engagement: what the dashboard changed, what the team could now see, what decision became possible.]

Client nameRole, company or industry
Ratafar Academy student

[Placeholder — a real student quote: a specific skill unlocked, a portfolio piece built, or a role landed after the course.]

Student nameCourse or cohort completed
Professional endorsement

[Placeholder — a colleague or manager quote: what they observed about the quality of analysis, communication, or leadership.]

NameRole and relationship
Let's start somewhere

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Whether you're hiring, learning, or just curious — pick the right place to begin.

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