Independent Archived

StockyLab

Consumer Investing App with Fundamental Analysis

Timeline 2020 - 2021
Role Founder & Developer
StockyLab

Project Overview

A consumer investing app for iOS and Android that scored companies on fundamentals, estimated intrinsic value, and generated buy or hold signals with a simple portfolio simulator.

Related Links

AppAdvice Listing Mint2Save Review YouTube Channel Blog

Key Metrics

Value Proposition
Transparent Quality
Opinionated fundamental analysis
User Safety
Paper Trading
Test ideas before capital commitment
Platform Coverage
iOS + Android
Cross-platform deployment

Technology Stack

Cross-platform Mobile AppCloud AuthPush NotificationsServerless EndpointsDocument DBObject StorageMarket Data APIs

Key Features

Data ingestion with scheduled pulls from market-data APIs and normalization

Composite scoring model from profitability, leverage, growth and cash metrics

Multi-model fair value estimator blending DCF and relative multiples

Thresholded signals with confidence bands and watchlist alerts

Paper-trading portfolio with PnL and drawdown tracking

Basic cohort analytics to correlate factors with user retention

Guardrails and missing-data handling for scoring accuracy

Cross-platform mobile app with cloud auth and push notifications

Challenges Solved

  • Building composite scoring model with guardrails for missing data
  • Implementing multi-model fair value estimator with sanity bands
  • Creating thresholded signal system with confidence intervals
  • Developing cohort analytics to understand user retention factors
  • Ensuring accurate data normalization and caching from market APIs

Key Outcomes

  • Successfully launched cross-platform consumer investing app
  • Built transparent fundamental analysis system for retail investors
  • Implemented paper trading portfolio with comprehensive tracking
  • Achieved comprehensive press coverage and app store presence