Research
Table of Contents
Research & Projects#
Selected work demonstrating data analysis, marketing analytics, and strategic thinking.
→ View my Live Marketing Analytics Dashboard
Marketing Analytics#
Multi-Client Marketing Dashboard#
Project Type: Portfolio Project | 2026
Built an interactive marketing analytics dashboard demonstrating full-funnel campaign analysis across three client verticals.
The Challenge: Create a portfolio piece that demonstrates real-world marketing analytics capabilities — not just static charts, but a working tool with filters, multiple data views, and actionable insights.
Solution:
Built a React-based dashboard with four main sections:
| Tab | Metrics Tracked |
|---|---|
| Overview | Channel mix, performance trends, top campaigns, conversion funnel |
| Paid Media | Spend, impressions, clicks, CTR, CPC, ROAS, demographics |
| SEO | Organic sessions, keyword rankings, traffic trends, technical scores |
| Social | Followers, engagement rate, reach, content performance |
Key Features:
- Working filters (channel, date range) that dynamically update all visualisations
- Date range scaling (7/30/90 days) with mathematically adjusted metrics
- Three client datasets (Education, Automotive, Healthcare) with realistic KPIs
- Conversion funnel visualisation with stage-by-stage drop-off rates
- CSV export functionality
Technical Stack: React, Recharts, JavaScript, CSS
Lead Generation Strategy#
Client Engagement: Blackmont Consulting | February 2026
Developed a comprehensive digital marketing and lead generation strategy for a bookkeeping firm targeting UK SMEs.
Scope of Work:
| Analysis Area | Deliverable |
|---|---|
| Market Sizing | TAM/SAM/SOM analysis (£6.8B → £125M addressable) |
| Customer Research | 3 detailed personas with pain points and needs |
| SEO Strategy | Keyword research, 3-pillar approach, technical audit |
| Paid Media Plan | Facebook + Google Ads strategy with targeting and benchmarks |
| Lead Funnel | Full awareness → conversion funnel with KPIs |
| Implementation | 90-day roadmap with budget allocation |
Key Insights Delivered:
MARKET OPPORTUNITY
TAM (UK Bookkeeping) £6.8B
SAM (Micro & Small Business) £2.5B
SOM (2% Capture) £125M
PAID MEDIA BENCHMARKS
Facebook CPL £14-22
Google CPL £35-65
Target ROAS 3-5x
Skills Applied: Market Sizing, Customer Segmentation, SEO Analysis, Paid Media Strategy, Funnel Design
Market Entry Analysis | Modular Kitchen Hardware#
Client Engagement: Blackmont Consulting | January 2026
Strategic market analysis for a modular kitchen hardware manufacturer, evaluating the UK market entry.
Approach:
- Market Sizing — Bottom-up and top-down models validating £400M+ market opportunity
- Competitive Intelligence — Analysed 4 major players across pricing, distribution, and positioning
- Customer Segmentation — Developed targeting framework based on value potential
- Financial Modelling — Year 1 revenue scenarios with sensitivity analysis
Deliverables:
Market Opportunity Identified £1.6B by 2030
Competitive Dimensions Analysed 8
Strategic Recommendations 8
Revenue Scenarios Modelled 3 (Conservative/Base/Aggressive)
Skills Applied: Market Sizing, Competitive Benchmarking, Financial Modelling, Executive Presentation
Academic Research#
Geographic Concentration in Semiconductor Manufacturing#
MSc Dissertation | University of Exeter | 2025-2026
Research Question: Why has semiconductor manufacturing become MORE geographically concentrated despite $95B in global diversification subsidies?
The Paradox:
Despite massive policy interventions (US CHIPS Act, EU Chips Act), market concentration increased:
METRIC 2022 2024 CHANGE
Top 3 Producers Market Share 79.2% 83.7% +4.5%
Taiwan Advanced Logic (3-7nm) 90% 90% Dominant
Original Analytical Framework:
Developed a Dual-Risk Model separating Strategic Risk Index (SRI) from Environmental Vulnerability Index (EVI):
RISK TYPE CONCENTRATION INSIGHT
Strategic Risk 84.8% Firms ACCEPT geopolitical exposure
Environmental Risk 39.6% Firms AVOID infrastructure risk
THE GAP 45.2 pts Geopolitical risk = acceptable trade-off
10-Year Total Cost of Ownership Analysis:
REGION TOTAL 10-YR COST VS TAIWAN
Taiwan $39.5B Baseline
Europe $57.9B +47%
USA $61.75B +56%
Key Finding: One-time capital subsidies cannot overcome perpetual operational disadvantages. CHIPS Act covers <10% of total 10-year cost difference.
Technical Implementation:
- Data Sources: UN Comtrade, World Bank, proprietary cost models
- Tools: Python (pandas, numpy), SQL, Tableau
- Methods: Trade flow analysis, regression modelling, scenario planning
Technical Projects#
AI-Enabled Marketing Campaign Generator#
Built with: Python, OpenAI GPT-4 API, pandas
Problem: Digital marketing campaign planning is manual and time-intensive. Small businesses spend less than 1 hour daily on marketing despite recognising it as a growth priority.
Solution:
Built an AI-powered tool that generates complete marketing campaigns:
INPUT PROCESSING OUTPUT
────── ────────── ──────
Product details → Prompt engineering → Strategy document
Target audience → Platform optimisation → Campaign calendar
Budget & duration → Quality checks → Content suggestions
Features:
- Multi-platform support (Facebook, Instagram, LinkedIn, Google Ads)
- Automated strategy generation with audience segmentation
- Platform-specific content tailored to best practices
- Built-in readability scoring and sentiment analysis
- Budget allocation model based on engagement data
Results:
Campaign Setup Time Hours → Minutes
Platforms Supported 4
Output Quality Score 53+ Flesch Reading Ease
Skills Applied: Python, API Integration, Prompt Engineering, NLP
Skills & Tools#
Data & Analytics
| Skill | Level |
|---|---|
| SQL | Advanced |
| Python (Pandas, NumPy) | Advanced |
| Excel | Advanced |
| Power BI / Tableau / Looker | Proficient |
| R / SPSS | Intermediate |
Marketing & Business
| Skill | Level |
|---|---|
| Google/Facebook Ads | Proficient |
| Google Analytics / GA4 | Proficient |
| Market Sizing | Advanced |
| SEO & Keyword Analysis | Intermediate |
| Financial Modelling | Proficient |
Get In Touch#
Interested in discussing any of these projects?