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Aspiring professional building practical skills and projects

I am beginning my career, learning hands-on tools and making projects that demonstrate what I can do next.

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Work samples

Projects and exercises that show skills I am developing, the tools I use, and the problems I explore as I prepare to enter the workforce.

  • Bank Customer Churn Analysis
    Bank Customer Churn Analysis

    Cleaned and prepared approximately 10,000 customer records, identifying inconsistent, invalid and duplicate data before analysis. Combined customer and account datasets using Customer ID and XLOOKUP to create a consolidated, analysis-ready dataset. Performed data-quality checks for unmatched records, formula errors and inconsistencies across the joined dataset. Analysed customer churn across geography, gender, age, account balance, credit-card ownership and number of products. Calculated an overall churn rate of 20.38% and identified material differences between customer segments, including a 32.46% churn rate for Germany. Produced a dedicated analysis worksheet summarising KPIs and business-focused insights for clear communication to non-technical stakeholders.

    Microsoft ExcelXLOOKUP
  • Wayfair n8n AI Agent Engineering Externship
    Wayfair n8n AI Agent Engineering Externship
    Wayfair logo

    Wayfair · ✅ Verified by Extern · ⏱️ In progress

    Wayfair n8n AI Agent Engineering Externship

    Learn one of the most in-demand skills shaping the future of work: building AI agents. In this externship, you’ll step into the role of an AI Agent Developer and use n8n to design agents that think, plan, and act on real data — automating insights, decisions, and workflows. No coding experience required. By the end, you’ll create a live dashboard powered by your own AI agents, gaining hands-on experience that applies to any role or industry — from marketing and consulting to product management and data science.

    AI Workflow DesignAI Agent DevelopmentPresentation SkillsWeb Scraping & Data Extraction

About me

I am beginning my career, learning hands-on tools and making projects that demonstrate what I can do next.

I am a Business Management graduate with experience in data analytics. I have hands-on skills in Microsoft Excel, where I clean, combine, and analyze large datasets. I am proficient in using XLOOKUP, data validation, tables, filtering, formulas, and performing data-quality checks. My background in B2B technology sales has given me strong commercial awareness, including KPI tracking, pipeline management, and forecasting, allowing me to turn data into actionable business insights.

Externships

Wayfair n8n AI Agent Engineering Externship

In progress

Experience

Business Development Manager

Pulsion · 2026 – Present

Business Development Representative (BDR)

EE Limited · Oct 2023 – Sep 2026

Client Relations Representative

OVO Energy · Jan 2021 – Sep 2022

Education

University of the West of Scotland

BA (Hons) Business Management

Skills

Microsoft ExcelXLOOKUPdata validationtablesfilteringsortingdata cleaningdata-quality checksdata preparationcustomer segmentationchurn analysisKPI analysistrend identificationMicrosoft Dynamics 365SalesforceHubSpotpipeline analysissales forecastingstakeholder communicationMicrosoft Office
Back to work

Bank Customer Churn Analysis

Cleaned and prepared approximately 10,000 customer records, identifying inconsistent, invalid and duplicate data before analysis. Combined customer and account datasets using Customer ID and XLOOKUP to create a consolidated, analysis-ready dataset. Performed data-quality checks for unmatched records, formula errors and inconsistencies across the joined dataset. Analysed customer churn across geography, gender, age, account balance, credit-card ownership and number of products. Calculated an overall churn rate of 20.38% and identified material differences between customer segments, including a 32.46% churn rate for Germany. Produced a dedicated analysis worksheet summarising KPIs and business-focused insights for clear communication to non-technical stakeholders.

Microsoft ExcelXLOOKUP
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Back to work
Wayfair ↗

✅ Verified by Extern · ⏱️ In progress

Wayfair n8n AI Agent Engineering Externship

Learn one of the most in-demand skills shaping the future of work: building AI agents. In this externship, you’ll step into the role of an AI Agent Developer and use n8n to design agents that think, plan, and act on real data — automating insights, decisions, and workflows. No coding experience required. By the end, you’ll create a live dashboard powered by your own AI agents, gaining hands-on experience that applies to any role or industry — from marketing and consulting to product management and data science.

AI Workflow DesignAI Agent DevelopmentPresentation SkillsWeb Scraping & Data Extraction

Overview

The externship taught how to design AI agents with n8n and apply them to data-driven automation. The work involved installing and configuring n8n, building agent workflows, and connecting agents to data sources. The final deliverable was a live dashboard powered by the created agents.

Wayfair n8n AI Agent Engineering Externship

What I've accomplished

I worked through the externship tasks to set up the n8n environment and build agent workflows that connected to data sources and fed outputs into a dashboard.

Project breakdown

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