Business & Data Analyst

Turning data into clear business insights.

Trilingual Business & Data Analyst (English, French, Arabic) with a background in law. I turn sales, financial and market data into decisions, and bring the rigour of legal and compliance work to every analysis.

SQL Power BI Excel Python

View my work Canada Manchester, UK · Relocating to Canada Canadian PR candidate · Express Entry
Education

MSc International Business
with Data Analytics

University of Ulster

Manchester, UK Expected Jun 2027
Education

Bachelor’s Degree
in Law

Université Ibn Tofaïl

Morocco 2021

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Projects completed

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Dashboards built

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Data tools mastered

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Languages spoken

Anouar Lacheheb

About & skills

Analyst by training,
curious by default.

I started in e-commerce, analysing Amazon sales, advertising and product profitability, and building the dashboards and KPI reports management used every week. At TELUS Digital, I then worked in a high-volume back-office environment, processing cases against detailed policies and handling confidential information under GDPR.

My law degree gives me a solid understanding of contracts, regulation and compliance, and a strong interest in data quality, governance and risk. I am completing an MSc in International Business with Data Analytics at Ulster University, with research on carbon emissions and market value in Canadian oil and gas companies.

Education

MSc International Business with Data Analytics

Languages

  • English Fluent · IELTS General Training 8.5 (CLB 10)
  • French Fluent · TCF Canada (NCLC 8 to 10)
  • Arabic Native
  • German Intermediate (B1)

Tools & technologies

Python SQL Tableau Power BI Excel Git & GitHub

Experience

Where I have worked

Most recent first.

Sep 2024 to Dec 2025 Part-time

Content Moderator

TELUS Digital Employed by CCC Essen Digital GmbH, a TELUS Digital company Essen, Germany

  • Processed a high daily volume of cases against detailed policies and guidelines, with strong attention to detail and accuracy.
  • Classified, documented and escalated complex or sensitive cases following established procedures.
  • Handled confidential information in compliance with data protection rules (GDPR).
  • Met productivity and quality targets, with regular quality audits and feedback.
  • Adapted quickly to frequent policy and process updates through ongoing training.

Skills

Case Management Policy Compliance GDPR Quality Assurance
Jul 2021 to Sep 2022 Full-time

E-commerce & Data Analyst

SAE Trading Kenitra, Morocco

  • Extracted weekly sales, orders, inventory and advertising reports from Amazon Seller Central, then cleaned and consolidated them into a single tracking file for management.
  • Analysed customer behaviour and competitor activity to identify growing niches and products.
  • Evaluated new product ideas by calculating purchase cost, shipping, FBA fees, net margin and expected ROI.
  • Monitored advertising performance and recommended changes to targeting, keywords and budgets.
  • Built and maintained dashboards tracking revenue, units sold, margins and ROI, and flagged declines or anomalies.
  • Prepared regular reports with recommendations on launching, keeping or discontinuing products, restocking and ad budgets.

Key results: Faster profitability assessment of new products, identification of the causes of sales drops, and reduced spending on unprofitable ad campaigns.

Skills

Excel Google Sheets Amazon Seller Central Reporting Dashboards

Open to

Roles I’m open to

Data & Business Analysis

Turning sales, financial and operational data into dashboards, reports and recommendations.

Data Analyst Business Analyst BI / Reporting Analyst Financial & Risk Analytics

Legal, Administrative & Operations

Law degree, compliance mindset and back-office experience: accurate, organised and trusted with confidential information.

Legal Assistant Administrative Assistant Compliance & Operations Insurance

Sectors of interest: banking, insurance, finance and energy.

Projects

Selected work

Python · Nike FY2025 → FY2026

FY2025 diagnosis · FY2026 outlook

3FY26 scenarios
$42.6–47.2BFY26 range

Nike FY2025 Performance & FY2026 Outlook

Financial Analysis

Three transparent FY2026 revenue scenarios, from $42.6B to $47.2B. Broke down Nike’s FY2025 revenue and profitability decline from its official 10-K, by region, product, channel and consumer segment, and reconstructed the full gross-margin bridge.

ApproachPython (pandas, matplotlib) financial-statement analysis. Built three assumption-based FY2026 scenarios rather than a fitted statistical forecast.

$42.6–47.2BFY26 range
3FY26 scenarios
10-Kprimary source
Python · Winamax Financials

Profit vs revenue growth · 2022–2025

+65%Net income
+27%Revenue

Winamax · Profit Outgrowing Revenue

Financial Analysis

Net income up 65% against revenue up 27%, from 2022 to 2025. At French betting platform Winamax, margin expanded during aggressive headcount growth, helped by a structural cash edge from negative working capital.

ApproachPython (pandas, matplotlib) analysis of official French company filings. Sourced private-company financials and traced exactly where the profit-over-revenue gap comes from.

+65%net income
+27%revenue
2022–2025period

Applied practice

Job Simulations

Short, employer-authored simulations, completed via Forage.

via Forage

British Airways · Data Science Job Simulation

Completed August 2, 2026

  • Completed a simulation focussing on how data science is a critical component of British Airways’ success.
  • Scraped and analysed customer review data to uncover findings.
  • Built a predictive model to understand factors that influence buying behaviour.
via Forage

Deloitte Australia · Data Analytics Job Simulation

Completed August 2, 2026

  • Completed a Deloitte job simulation involving data analysis and forensic technology.
  • Created a data dashboard using Tableau.
  • Used Excel to classify data and draw business conclusions.

Canada

Building my career in Canada

Canadian permanent residence candidate, Express Entry (French-language category).

Immigration status

In the Express Entry pool as a Canadian permanent residence candidate. Eligible for a Francophone Mobility work permit outside Quebec, with no LMIA required for employers.

Languages

English CLB 10 (IELTS 8.5) · French NCLC 8 to 10 (TCF Canada) · Arabic native · German B1

Credentials

Bachelor’s degree in Law, assessed by WES as equivalent to a Canadian four-year bachelor’s degree. MSc International Business with Data Analytics, Ulster University (expected June 2027).

Canada combines what I want to build my career on: a strong banking, insurance and energy sector, a bilingual environment where my French and English are both real assets, and a culture that values rigour and fair process. My MSc research focuses on Canadian oil and gas companies, and I want to apply the same analytical work inside Canadian organisations. I am open to opportunities across Canada outside Quebec, including Calgary, Toronto, Ottawa, Moncton and Winnipeg.

Hiring from abroad? Under Francophone Mobility, employers outside Quebec can hire me without an LMIA. Happy to walk you through the process.

Get in touch

Learning

Education

The degrees behind my analytics work, from business to data.

In Progress · Expected Jun 2027

MSc International Business with Data Analytics

University of Ulster · Manchester, UK

Postgraduate degree combining international business strategy with applied data analytics.

Focus

Business strategy Data analytics
Completed · 2021

Bachelor’s Degree in Law

Université Ibn Tofaïl

Assessed by WES as equivalent to a Canadian four-year bachelor’s degree.

Key skills

  • Analytical and critical thinking
  • Legal and business research
  • Evidence evaluation
  • Risk and compliance awareness
  • Structured problem-solving
  • Written reporting and presentation
  • Attention to detail
  • Interpretation of complex information
  • Communication and argumentation
  • Ethical decision-making

Credentials

Certificates

Completed coursework with the skills each one covered.

Completed

AI for Data Analysis

Google

Applying AI tooling to practical, everyday data-analysis workflows.

Skills learned

AI for analytics Data analysis
Completed · Jul 2026

Career Essentials in Data Analysis

Microsoft & LinkedIn

The Microsoft and LinkedIn learning path on the foundations of working with data.

Skills learned

Data analysis Data visualisation
Completed

What Is Generative AI

LinkedIn Learning

Foundations of generative AI and where it earns a place in business.

Skills learned

Generative AI Artificial intelligence

Toolkit

Skills & tools

The stack behind the dashboards, practised daily and growing deliberately.

Analytics & BI

Interactive reporting and dashboarding that people actually use.

Power BI Tableau Excel Power Query

Programming

Querying, modelling and automating the analysis pipeline.

Python SQL DAX

Data libraries

Wrangling, exploring and visualising data in notebooks.

Pandas NumPy Matplotlib

Tools & workflow

Versioned, reproducible work from notebook to publication.

Git GitHub VS Code Jupyter

How I work

Curious by nature.
Data‑driven by choice.

In any project I take on, I start with a business question, not a dataset. I work calmly and methodically: frame the question, model it honestly, and present the answer so a decision-maker can act on it in one read.

The same standard applies to everything I publish: real data, accurate labels, and findings stated only as strongly as the evidence allows.

Core strengths

  • Analytical thinking
  • Attention to detail
  • Compliance mindset
  • Data storytelling
Anouar Lacheheb

Let’s build insights that drive impact.

Open to data, business, legal and administrative roles in Canada. Let’s talk.

Contact me