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 — working globally.

ESIEE Paris M.Sc. Management of Technology & IS
16+ BI & analytics projects delivered
50,000+ Analytics community across platforms
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 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 →
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 →
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.

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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 →
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What people say

Business client

Her expertise and attention to detail were evident throughout the project. She demonstrated exceptional skills, delivering a high-quality solution that perfectly met my needs.

Upwork ClientPower BI Student Attendance Tracker
Professional endorsement

Throughout the internship she carried out flawless work, always being punctual in her assignments and delving deep into the subject matter. Whenever difficulties arose, she always exhausted all available options before proactively suggesting a correctly revised course of action or mitigation strategies.

Francesco CasaleProject Manager, Nonsense ink. | Internship Supervisor