Selected Analytical Projects & Outcomes
Explore concrete examples of how our investigative research, econometric modeling, and executive report development create tangible strategic value for clients.
CleanTech Market Entry & Competitor Intelligence in Western Europe
The Challenge:
A clean energy technology firm needed to assess the viability of launching its battery energy storage systems (BESS) across Germany, the Netherlands, and the UK, against 14 established incumbents.
Aratha’s Solution:
Aratha conducted a 360-degree competitor intelligence audit, regulatory subsidy scan, and a bottom-up addressable market sizing model across utility-scale and commercial segments.
- Triangulated 10-year historic grid interconnection data
- Benchmarked CAPEX, warranty terms, and pricing across 14 OEMs
- Developed a multi-scenario tariff and payback sensitivity model
- ✓Identified an overlooked €420M commercial segment with 3x lower competitive density
- ✓Client successfully prioritized the UK and Netherlands for Q1 entry
- ✓Board approved $18M capital deployment with high confidence
Structural Equation Modeling & Psychometric Analysis for Doctoral Thesis
The Challenge:
A doctoral candidate at a premier European university required advanced statistical moderation and mediation modeling on a 1,600-respondent FinTech adoption survey.
Aratha’s Solution:
Aratha provided comprehensive methodological consultation, data cleaning, exploratory factor analysis (EFA), confirmatory factor analysis (CFA), and PLS-SEM path modeling.
- Construct validity verification via HTMT and Fornell-Larcker criteria
- Bootstrapped 5,000 sub-samples to test indirect mediation paths
- Prepared publication-ready APA 7th edition tables and path diagrams
- ✓Dissertation defense completed with Highest Honors (Summa Cum Laude)
- ✓Zero methodological objections raised by the external thesis committee
- ✓Paper subsequently accepted at a top-tier peer-reviewed journal
Retail Basket Affinity & Customer Segmentation of 250,000 Transactions
The Challenge:
A boutique management consulting firm lacked in-house data engineering capacity to analyze a massive 250,000-row transactional database for a premier hypermarket client.
Aratha’s Solution:
Aratha performed end-to-end data cleaning, RFM customer segmentation, and market basket affinity association rules (Apriori algorithm).
- Unsupervised K-Means clustering with silhouette optimization
- Price elasticity calculation across 45 primary FMCG SKUs
- Delivered white-label executive slide deck and Tableau workbook
- ✓Discovered 4 distinct high-margin customer cohorts representing 68% of profit
- ✓Optimized cross-sell promotions resulting in a projected 4.2% basket size increase
- ✓Delivered 3 days ahead of the consulting firm’s client deadline
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