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Research & insights

Guides & perspectives on AI, mobility and beyond.

Practical research from the team building the ARKS technology stack — covering applied AI, electric mobility, EV charging, relocation technology and data.

Turning data into decisions: personalization, retention analytics and the modern data platforms that compound advantage across a portfolio.

Data & Growth Jun 2026 7 min

AI for Demand Forecasting: A Practical Guide

AI demand forecasting learns patterns in your history and signals to predict what you'll need and when — cutting both stockouts and waste.

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Data & Growth Jun 2026 6 min

Data Privacy and Compliance for Growing Businesses

Treat privacy as a design principle, not a checkbox. Collect only what you need, secure it, be transparent, and make compliance part of how you build.

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Data & Growth Jun 2026 6 min

Customer Lifetime Value (LTV): How to Calculate and Use It

LTV estimates the total value a customer brings over their relationship with you. It tells you how much you can afford to spend to acquire and keep customers.

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Data & Growth Jun 2026 6 min

Marketing Attribution Explained

Attribution assigns credit for conversions to marketing touchpoints. No model is perfect — the goal is consistent, decision-useful insight, not false precision.

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Data & Growth Jun 2026 7 min

A/B Testing: How to Run Experiments That Actually Matter

A/B testing compares two versions to see which performs better. Done right — clear hypothesis, enough sample, one change at a time — it turns guesses into evidence.

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Data & Growth Jun 2026 7 min

First-Party Data Strategy After Third-Party Cookies

As third-party cookies fade, first-party data — collected directly with consent — becomes the foundation of growth. Build it through value exchange and trust.

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Data & Growth May 2026 7 min

Building a Modern Data Stack: A Starter Guide

The modern data stack turns scattered data into reliable decisions. Here are its core layers and how to assemble them without overbuilding.

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Data & Growth May 2026 6 min

AI in Wellness & Health D2C: Personalization and Trust

In wellness, personalization can lift relevance and loyalty — but only if it is built on trust, transparency and good data practice.

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Data & Growth May 2026 7 min

Customer Retention Analytics for D2C Brands

Acquisition gets the attention, but retention drives profit. Here are the metrics and models that actually improve D2C retention.

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