Blockchain Data Intelligence

Understanding Blockchain Behavior Through Data

Chain Scope helps protocols, ecosystems, and research teams interpret wallet behavior, retention patterns, ecosystem growth, and market structure through SQL-powered blockchain analytics.

View Research

Explore Dashboards

Daniel Oluwole

Founder, Chain Scope

Years Experience

Research Publications

Commissioned

Analytics Work

Multi-Chain

Ecosystems

Years Experience

Commissioned

Analytics Work

Research Publications

Multi-Chain

Ecosystems

About Chain Scope

A research brand built for ecosystem intelligence.

CHAIN SCOPE

Blockchain Data Intelligence by Daniel Oluwole

Chain Scope is a blockchain analytics brand focused on transforming raw onchain activity into actionable intelligence.

Founded by Daniel Oluwole, the work focuses on user lifecycle analysis, wallet segmentation, ecosystem intelligence, retention analytics, protocol research, and emerging blockchain ecosystems.

Through SQL-driven research and data storytelling, Chain Scope helps uncover the patterns that drive sustainable ecosystem growth.

Featured Across Leading Analytics Platforms

Socials

Dune / chain_scope

Dune / Daniel

Medium

X / the_chain_scope

X / onchainwithDan

Research Questions

Questions I Answer With Data

Lifecycle

What transforms a new wallet into a retained user?

Activation, repeated intent, and behavioral milestones reveal whether a wallet is likely to become meaningful participation.

Lifecycle

What transforms a new wallet into a retained user?

Activation, repeated intent, and behavioral milestones reveal whether a wallet is likely to become meaningful participation.

Integrity

How can ecosystems distinguish humans from bots?

Behavioral heuristics, transaction cadence, wallet clustering, and usage depth help separate organic activity from synthetic noise.

Integrity

How can ecosystems distinguish humans from bots?

Behavioral heuristics, transaction cadence, wallet clustering, and usage depth help separate organic activity from synthetic noise.

Prediction

Which wallet behaviors predict long-term participation?

Wallet paths, product breadth, frequency, and early engagement patterns can identify users with higher retention probability.

Prediction

Which wallet behaviors predict long-term participation?

Wallet paths, product breadth, frequency, and early engagement patterns can identify users with higher retention probability.

Growth

How do blockchain ecosystems sustain growth?

Growth quality depends on retention, protocol diversity, active cohorts, and durable wallet-level participation rather than top-line counts.

Growth

How do blockchain ecosystems sustain growth?

Growth quality depends on retention, protocol diversity, active cohorts, and durable wallet-level participation rather than top-line counts.

Engagement

What drives meaningful user engagement?

Meaningful engagement emerges from repeated usage, product fit, economic intent, and cross-protocol participation over time.

Engagement

What drives meaningful user engagement?

Meaningful engagement emerges from repeated usage, product fit, economic intent, and cross-protocol participation over time.

Health

How can onchain data reveal ecosystem health?

Cohort behavior, concentration risk, user quality, and network-level retention offer a clearer read on ecosystem resilience.

Health

How can onchain data reveal ecosystem health?

Cohort behavior, concentration risk, user quality, and network-level retention offer a clearer read on ecosystem resilience.

Portfolio

Featured Work

Tier 1 Featured Work · Ecosystem Intelligence

Deep Dive Into Somnia

Comprehensive ecosystem intelligence dashboard covering user growth, activity, protocol participation, and ecosystem health across Somnia.

Ecosystem Intelligence · Growth Analytics · Somnia

Commissioned Analytics Work

Analytical breakdown of the $SOMI token and the Somnia Ecosystem

Tier 1 Featured Work · Wallet Intelligence

Base Human/Bot Segregation and User Segmentation Analysis

Advanced behavioral segmentation research focused on distinguishing human activity from bot activity and understanding wallet participation patterns.

Segmentation · Behavior Analysis · Wallet Intelligence

Hackathon Research

Behavioral research for separating signal from synthetic activity.

Tier 1 Featured Work · Lifecycle Research

The Solana User Lifecycle: Activation to Retention and Beyond

Deep lifecycle analysis exploring activation, retention, reactivation, and long-term user behavior in the Solana ecosystem.

SQL · Retention Analysis · User Activation · Solana

Research Publication

Lifecycle research from activation to durable retention.

Additional Research

Additional Research · Somnia

Insight Into Somnia Airdrop

An analytical breakdown of Somnia ecosystem participation and airdrop-related user behavior.

Airdrop Analytics · Somnia · Wallet Analysis

Additional Research · Trading Competition

Somnia Ecosystem Runners vs Ruggers Trading Competition

A competitive analytics dashboard evaluating ecosystem participation and trading behaviors during a community trading event.

Trading Analytics · Competition Analysis · Somnia

Dashboard Gallery

Dashboards that turn raw activity into strategic signal.

Insight Into Somnia ($SOMI) Airdrop

Airdrop participation, wallet activity, and ecosystem behavior signals.

Open Dashboard

Runners vs Ruggers Trading Competition

Trading competition participation and behavioral analytics across the Somnia ecosystem.

Open Dashboard

Insight Into Somnia Metrics

Somnia ecosystem major metric's breakdown covering transaction, contracts and user activity.

Open Dashboard

Deep Dive Into Somnia

Core ecosystem intelligence covering growth, user activity, protocol participation and $SOMI token metrics breakdown.

Open Dashboard

Methodology

Analytical Frameworks

These frameworks guide analytical research and ecosystem evaluation across activation, retention, wallet quality, and growth health.

Activation Framework

Maps first interactions into meaningful early milestones and product-market signals.

Activation Framework

Maps first interactions into meaningful early milestones and product-market signals.

Retention Framework

Measures repeat participation, reactivation, cohort quality, and durable ecosystem engagement.

Retention Framework

Measures repeat participation, reactivation, cohort quality, and durable ecosystem engagement.

Wallet Segmentation Framework

Classifies wallets by behavior, intent, product breadth, and participation depth.

Wallet Segmentation Framework

Classifies wallets by behavior, intent, product breadth, and participation depth.

Human vs Bot Detection Framework

Filters synthetic activity using patterns, cadence, repetition, and anomalous wallet signatures.

Human vs Bot Detection Framework

Filters synthetic activity using patterns, cadence, repetition, and anomalous wallet signatures.

Ecosystem Growth Framework

Evaluates growth quality through retention, protocol diversity, and active user concentration.

Ecosystem Growth Framework

Evaluates growth quality through retention, protocol diversity, and active user concentration.

Contact

Let’s Build Better Insights

Interested in ecosystem analytics, user behavior research, retention analysis, dashboard development, or blockchain intelligence? Let’s connect.

Dune

Medium