GMI · TECHNOLOGY OBSERVATORY // ALL SYSTEMS NOMINAL
ENGINEERED BY LEOPARD DATA

Report Insights

Deep dive into the actionable insights, analytics, and intelligence delivered by Grade My Investments reports.

INSIGHTS ACROSS REPORT TYPES
rendering diagram…
flowchart LR
    FMP[(FMP API<br/>13 endpoints)]:::ext
    TREND[Trend Analysis<br/>Revenue - Equity<br/>Net Income - Debt<br/>Cash Flow]:::app
    PROJ[Forward Projections<br/>PE - Margin Trajectory<br/>Cash Runway<br/>Dividend Yield]:::app
    MLFC[ML Forecasts<br/>Revenue - Debt<br/>Cash Flow - Equity<br/>Health Score - Sentiment]:::svc
    BADGE[Health Badges<br/>Unprofitable - Persistent Losses<br/>Cash Positive]:::sec
    RTYPE{Report Type}:::app
    GLOB[Global Stats<br/>Combined - Target<br/>Per-List]:::data
    SYM[Per-Symbol Report<br/>12 worksheets]:::data
    MLOUT[ML Forecasts Report<br/>6 worksheets]:::data
    FMP --> TREND
    FMP --> PROJ
    FMP --> MLFC
    TREND --> BADGE
    TREND --> RTYPE
    PROJ --> RTYPE
    MLFC --> MLOUT
    BADGE --> RTYPE
    RTYPE --> GLOB
    RTYPE --> SYM
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classDef svc fill:#241c14,stroke:#E2B583,color:#F3EFE8;
classDef data fill:#22201a,stroke:#C0894E,color:#EBD3AE;
classDef ext fill:#1b1f27,stroke:#5A616B,color:#C4C0B8;
classDef sec fill:#1d2733,stroke:#5cc8e0,color:#eafaff;
How FMP data flows through trend analysis, forward projections, ML forecasts, and health badges across five report categories.

Report Overview

Core Question: Do you have a stud or do you have a dud? Grade My Investments helps you find winning stocks through hard numbers analysis.

The report generator alpha console program outputs a set of Excel and JSON files for further processing by report analysts and technology tools. All reports output by Grade My Investments tell part of the story about the stock symbols you select to report over.

Why Excel? Excel is the tool of finance. It provides the language of numbers and the ability to further process numbers.

Pro Tip with Claude AI: Here at Leopard Data, we have successfully uploaded our Grade My Investments reports to Claude web edition. Claude has read our Excel files and output ratings for all the stocks we were analyzing. We recommend all of our clients do the same to dictate their investment decisions. Claude can tell you about the efficiency of how a company can make money.
Data Sources

We use 13 endpoints from FMP to download comprehensive data including:

  • Historical stock prices
  • Company information
  • Balance sheets (yearly and quarterly)
  • Cash flow statements (yearly and quarterly)
  • Income statements (yearly and quarterly)
  • Key metrics and analyst recommendations
  • Price targets
  • Upcoming earnings

Trend Analysis - Your Friend

The primary processing output of all reports is to figure out the trends of how well an investment has performed over its history.

Key Trend Indicators We Track:
  • Is revenue increasing?
  • Is net income increasing?
  • Is debt going down or up?
  • Is equity going up or down?

Identifying trends is a very powerful tool for finding the best stocks to invest in. Every Excel report we generate has multiple tables along with charts that tell a visual story of the numbers in the data.

Forward Projections

Trend analysis answers "what has happened?" Forward projections answer "what comes next, if today's behavior holds?" Every per-symbol report now includes a suite of projection charts and Excel sheets that extrapolate the company's recent operating cadence into the future.

Per-Symbol Projection Charts
  • Quarterly P/E Projection — projects how the price-to-earnings ratio evolves quarter-by-quarter at the current price.
  • 4-Multiple Valuation — overlays projected price targets at 10×, 15×, 20×, and 25× P/E so you can see what the company has to earn to justify a re-rating.
  • Margin Trajectory — projects gross, operating, and net margin paths from recent quarterly trends.
  • Cash Runway — projects months of operating cash remaining at current burn rate.
  • Dividend Yield Projection — projects forward yield based on the dividend cadence and current share price.
  • Quarters-to-Justify-PE — calculates how many quarters of current earnings growth are required to grow into the current valuation.
Forward Projection Excel Sheets

Every per-symbol Excel workbook now includes 4 dedicated projection sheets driven by the shared ProjectionCalculator, alongside the historical sheets. The HTML version of the per-symbol report has been brought to dashboard parity, so what you see in the web app matches what is exported.

Shared engine: The same ProjectionCalculator drives the web dashboard, the MAUI app, and the Excel reports — so projections never diverge between surfaces.

Stock Health Badges & New Metrics

The reports now ship with an at-a-glance badge system that summarizes a stock's financial health without requiring a deep read of the numbers:

  • ❗ Unprofitable — flags companies operating at a loss.
  • Persistent Losses — red-tier flag for companies with sustained unprofitability.
  • Cash Positive — green sub-badge for companies generating positive operating cash flow.

Badges appear consistently across the web dashboard, the MAUI mobile app, and Excel reports. Alongside the badges, the reports now compute and surface 10 additional value, quality, and safety metrics drawn from the underlying financial statements.

Global Statistics Combined Report

This report combines all the data retrieved and processed from all symbol lists selected in the report job.

Excel Tabs:
Tab Name Key Columns
CombinedAnalysis Symbol, Portfolio %, TotalValue, YearsCalc, Revenue%, Technical%, Equity%, Net Income%, CashFlow%, Debt%, Market company
RevenueAnalysis Symbol, Revenue Growth%, YearsCount, Avg Per Year, Trend Increasing
TechnicalAnalysis Symbol, All Time Growth%, Last 12 Months%, Avg Per Day, Avg Per Year, Avg Per Month (includes growth chart by symbol)
EquityAnalysis Symbol, Equity Growth%, Years Count, Avg Per Year, Trend Increasing
NetIncomeAnalysis Symbol, Net Income Growth%, Years Count, Avg Per Year, Trend Increasing
CashFlowAnalysis Symbol, Cash Flow Growth%, Years Count, Avg Per Year, Trend Increasing
DebtAnalysis Symbol, Debt Growth%, Years Count, Avg Per Year, Trend Increasing
MarketCapAnalysis Symbol, Market Cap (includes market cap chart)
ProjectedAnalysis Symbol, Position Value, Current Price, Sentiment Score, 3m/6m/12m/Year End Projections
Shows projections if you invest $10k per symbol, includes total column

Global Statistics Target Report

This report also combines all data retrieved and processed from all symbol lists selected in the report job.

Excel Tabs:
Tab Name Key Columns
RevenueAnalysis Symbol, Revenue Growth%, YearsCount, Avg Per Year, Trend Increasing
TechnicalAnalysis Symbol, All Time Growth%, Last 12 Months%, Avg Per Day, Avg Per Year, Avg Per Month (includes growth chart)
EquityAnalysis Symbol, EquityGrowth%, YearsCount, Avg Per Year, Trend Increasing
NetIncomeAnalysis Symbol, Net Income Growth%, YearsCount, Avg Per Year, Trend Increasing
CashFlowAnalysis Symbol, Cash Flow Growth%, YearsCount, Avg Per Year, Trend Increasing
DebtAnalysis Symbol, Debt Growth%, YearsCount, Avg Per Year, Trend Increasing
Market Cap Analysis Symbol, Market Cap (includes market cap chart)

Symbol List Global Statistics

This report combines all data retrieved and processed for a given symbol list. This way users can create custom symbol lists and only compare that given data.

Excel Tabs:
Tab Name Key Columns
RevenueAnalysis Symbol, Revenue Growth%, YearsCount, Avg Per Year, Trend Increasing
TechnicalAnalysis Symbol, All Time Growth%, Last 12 Months%, Avg Per Day, Avg Per Year, Avg Per Month
EquityAnalysis Symbol, EquityGrowth%, YearsCount, AvgPerYear, Trend Increasing
NetIncomeAnalysis Symbol, Net Income Growth%, YearsCount, AvgPerYear, Trend Increasing
Cash Flow Analysis Symbol, Cash Flow Growth%, YearsCount, AvgPerYear, Trend Increasing
DebtAnalysis Symbol, DebtGrowth%, YearsCount, AvgPerYear, Trend Increasing
Market Cap Analysis Symbol, Market Cap (includes market cap chart)
ProjectedAnalysis Symbol, Position Value, Current Price, Sentiment Score, 3m/6m/12m/Year End Projections
Shows projections if you invest $10k per symbol, includes total column

Per Symbol Report

The per symbol report is generated for an individual stock symbol.

Excel Tabs (12 worksheets per symbol):
Tab Name Key Data
CompanyInfo Symbol, Company Name, Industry, Sector, Exchange, Country, Website, Description, CEO, Full Time Employees
HistoricalPrices Date, Open, High, Low, Close, Adj Close, Volume
IncomeYearly Date, Period, Revenue, Cost of Revenue, Gross Profit, Operating Expenses, Operating Income, Net Income, EPS, EPS Diluted, EBITDA
Includes income chart over years
IncomeQuarterly Same as IncomeYearly
Includes quarterly income chart
BalanceYearly Date, Period, Total Liabilities, Total Equity, Cash and Cash Equivalents, Total Current Assets, Total Current Liabilities, Long Term Debt, Total Debt
BalanceQuarterly Same as BalanceYearly
CashFlowYearly Date, Period, Net Income, Operating Cash Flow, Investing Cash Flow, Financing Cash Flow, Free Cash Flow, Capital Expenditure, Net Change in Cash
Includes cash flow yearly chart
CashFlowQuarterly Same as CashFlowYearly
Includes cash flow quarterly chart
KeyMetrics Date, Revenue Per Share, Net Income Per Share, Operating Cash Flow Per Share, Free Cash Flow Per Share, Book Value Per Share, PE Ratio, Debt to Equity, ROE, ROA
AnalystRecommendations Date, Analyst Ratings Buy, Analyst Ratings Hold, Analyst Ratings Sell, Analyst Ratings Strong Buy, Analyst Ratings Strong Sell
PriceTargets Published Date, Analyst Name, Analyst Company, Price Target, Adj Price Target, Price When Posted
UpcomingEvents Date, Symbol, EPS, EPS Estimated, Revenue, Revenue Estimated, Fiscal Date Ending
Multiple Formats: Each per-symbol report is also generated as an interactive HTML report and a raw JSON data export file, all stored alongside the Excel file.
Report Comparison: 3 of the reports process the data and combine all symbols together so you can compare the symbols together. This gives you contrast when you look at the different symbols in the job.

ML Forecasts Report

Grade My Investments includes a machine learning report (ml-forecasts.xlsx) powered by Microsoft ML.NET that generates predictive analysis for all symbols in the job.

ML Excel Tabs:
Tab Name Key Data
Revenue Forecast Symbol, 4-period revenue forecasts with upper/lower confidence bounds
Debt Forecast Symbol, 4-period debt forecasts with confidence intervals
Cash Flow Forecast Symbol, 4-period cash flow forecasts with confidence intervals
Equity Forecast Symbol, 4-period equity forecasts with confidence intervals
Health Score Symbol, composite health score, anomaly detection results (is anomaly, raw score, magnitude)
Sentiment Forecast Symbol, 4-period sentiment forecasts based on price action analysis

Also generated as an HTML report and a ml_forecast_data.json file for programmatic access.

Position Reports

Portfolio Position Tracking

Grade My Investments now supports position reports, allowing users to enter their stock holdings with share counts and cost basis. This data feeds directly into the Projected Analysis tab in symbol list reports, enabling personalized investment projections.

  • Enter positions with symbol, number of shares, and cost basis
  • Create multiple position reports for different portfolios
  • Projected Analysis uses position data for personalized growth projections
  • Track portfolio weightings and rebalancing opportunities
  • Available in both Client Web and Admin Web applications
Investment Philosophy

Do you have a stud or a dud?

Investing is a hard numbers game. Do you have stocks that perform fiscally well or do you not? When investing you want your money to grow and our tool helps you find the winning stocks.

Report Stats
  • Data Endpoints:
    13 FMP endpoints
  • File Outputs:
    Excel, HTML, and JSON formats
  • Processing:
    Trends, growth rates, comparisons
  • Visualization:
    Charts for every data table
Key Metrics Tracked

Trend analysis focus areas:

  1. Revenue Growth %
  2. Net Income Growth %
  3. Equity Growth %
  4. Cash Flow Growth %
  5. Debt Growth %
  6. Technical Performance
  7. Market Cap Analysis
  8. Projected Returns
AI Integration Tip

Upload your Grade My Investments Excel reports to Claude AI for:

  • Stock ratings and analysis
  • Company efficiency insights
  • Investment recommendations
  • Portfolio optimization suggestions

Successfully tested by Leopard Data team!