Jasper Vault - Crypto Analytics & Trading Research

Python SQL Dune Analytics Data Visualization Crypto Trading API Integration

The Problem

Crypto fund needed comprehensive market analytics and data-driven insights for investment decisions, but data was scattered across multiple platforms

My Approach

Developed optimized dashboards for ETH staking and smart money analysis, streamlined data workflows with API integration, and researched AI-powered algorithmic trading strategies

Overview

As a Business Analyst Intern at Jasper Vault Technology, a Singapore-based crypto fund, I developed analytics dashboards, optimized data workflows, and researched algorithmic trading strategies to support investment decision-making.

The Journey

1. Problem Identification

Challenges in Crypto Fund Management:

  • Complex on-chain data scattered across multiple sources
  • Need for real-time market intelligence
  • Manual data retrieval and analysis was time-consuming
  • Required actionable insights for weekly investment meetings
  • Needed to identify smart money movements and trends

Goals:

  • Centralize crypto market analytics
  • Automate data collection and analysis
  • Provide actionable insights for fund management
  • Enable data-driven investment decisions

2. Dune Analytics Dashboards

Developed comprehensive dashboards for:

Ethereum (ETH) Staking Analytics

  • Staking metrics and trends
  • Validator performance analysis
  • Network health indicators
  • Yield analysis and projections

Smart Money Holdings Analysis

  • Whale wallet tracking
  • Large holder movements
  • Position changes and accumulation patterns
  • Risk and opportunity identification
  • Market sentiment indicators
  • Trading volume analysis
  • Price correlation studies
  • Sector-specific performance metrics

Technologies: Dune SQL, Data Visualization, Blockchain Analytics

Application:

  • Presented insights in weekly investment meetings
  • Supported fund management decisions
  • Identified market opportunities and risks
  • Tracked portfolio-relevant metrics

3. Data Workflow Optimization

Problem:

  • Multiple API providers with different formats
  • Manual data retrieval was inefficient
  • Needed consistent data pipeline

Solution: Streamlined data workflows by:

  • Integrating various API providers
  • Automating data retrieval with Python scripts
  • Standardizing data formats with Power Query
  • Creating reusable data pipelines

Technologies: Python, Power Query, API Integration

Benefits:

  • Automated data collection
  • Consistent data formatting
  • Reusable workflows
  • Significant time savings

4. Algorithmic Trading Research

Objective: Explore AI-powered algorithmic trading strategies

Activities:

  • Researched machine learning applications in crypto trading
  • Developed trading strategies on TradingView
  • Backtested strategies with historical data
  • Optimized parameters for performance
  • Analyzed risk-reward ratios

Platform: TradingView with Pinescript

Focus Areas:

  • Technical indicator optimization
  • Entry/exit signal generation
  • Risk management strategies
  • Performance metrics evaluation
  • Market regime adaptation

Insights:

  • Identified viable trading strategies
  • Understood market microstructure
  • Evaluated strategy robustness
  • Assessed implementation feasibility

Technical Skills Demonstrated

Blockchain & Crypto Analytics

  • Dune SQL: Complex on-chain data queries
  • Blockchain Data: Understanding of Ethereum ecosystem
  • Market Analysis: Crypto market dynamics and trends
  • Smart Money Tracking: Whale behavior analysis

Data Engineering

  • API Integration: Multiple provider consolidation
  • Python: Data processing and automation
  • Power Query: Data transformation
  • ETL Pipelines: Automated data workflows

Trading & Strategy

  • Pinescript: TradingView strategy development
  • Backtesting: Historical performance analysis
  • Parameter Optimization: Strategy tuning
  • Risk Management: Portfolio risk assessment

Business Analysis

  • Dashboard Development: Executive-level reporting
  • Presentation: Weekly investment insights
  • Investment Research: Market opportunity identification
  • Stakeholder Communication: Technical to business translation

Key Achievements

Analytics Impact:

  • Created production-grade dashboards for fund operations
  • Enabled data-driven investment decisions
  • Provided weekly actionable insights
  • Identified market trends and opportunities

Operational Efficiency:

  • Automated manual data collection processes
  • Established reusable data pipelines
  • Reduced time spent on data preparation
  • Improved data accuracy and consistency

Research Contribution:

  • Explored AI-powered trading strategies
  • Completed comprehensive backtesting
  • Optimized strategy parameters
  • Built knowledge base for trading systems

Domain Knowledge

Crypto & DeFi

  • Ethereum staking mechanisms
  • DeFi protocols and metrics
  • On-chain analytics interpretation
  • Crypto market dynamics

Fund Management

  • Investment decision support
  • Portfolio analytics
  • Risk assessment
  • Market research

Technical Trading

  • Algorithmic strategy development
  • Quantitative analysis
  • Backtesting methodologies
  • Risk-reward optimization

Context

Jasper Vault Technology Pte Ltd is a Singapore-based cryptocurrency investment firm. This role was my Business Analyst Internship from May 2023 to October 2023, where I contributed to the firm’s data infrastructure and investment research capabilities.

Technologies Used

  • Analytics: Dune Analytics, Dune SQL
  • Data Processing: Python, Power Query
  • Trading: TradingView, Pinescript
  • APIs: Various crypto data providers
  • Visualization: Dashboard development tools

Impact

This internship provided:

  • Deep understanding of crypto markets and on-chain analytics
  • Practical experience with financial data workflows
  • Exposure to quantitative trading research
  • Business analysis skills in investment context
  • Foundation for data-driven decision making

Impact Metrics

BA Intern
Role
6 Months
Duration
Dune SQL
Platform