FMP

FMP

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API

Building a Financial Dashboard: From Historical Data to Real-Time Insights

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Image credit: Myriam Jessier

Introduction

In today's fast-paced financial world, having a real-time financial dashboard is essential for investors, analysts, and financial professionals. A well-built dashboard helps track stock market trends, assess company financials, and make data-driven investment decisions. This guide provides a comprehensive, step-by-step tutorial on how to build a powerful financial dashboard using Financial Modeling Prep (FMP) APIs such as the Full Financial Statements As Reported API and the Annual Reports on Form 10-K API.


Why a Financial Dashboard Matters

1. Real-Time Market Insights

A well-integrated dashboard allows investors to track stock prices, key financial metrics, and market trends in real-time.

2. Historical Data for Analysis

Reviewing income statements, balance sheets, and cash flow reports enables investors to identify patterns, trends, and financial health.

3. Better Decision-Making

A structured financial dashboard helps in evaluating stock valuations, risk assessments, and investment opportunities using a data-driven approach.

4. Custom Alerts and Notifications

Set up alerts based on financial ratios, stock price movements, and industry benchmarks to stay ahead of market fluctuations.


Key Features of a High-Performance Financial Dashboard

  • Company Financial Statements (Income, Balance Sheet, and Cash Flow Reports)
  • Annual Reports & SEC Filings
  • Real-Time Stock Data and Price Trends
  • Industry and Sector Comparisons
  • Financial Ratios & Performance Metrics
  • Customizable Charts & Data Visualizations

Step-by-Step Guide to Building a Financial Dashboard

Step 1: Choosing the Right Technology Stack

To build a financial dashboard, consider using:

  • Python (Flask, Pandas, Matplotlib, Plotly) for backend and data visualization.
  • JavaScript & React (D3.js, Chart.js) for a dynamic frontend experience.
  • Cloud Hosting (AWS, Google Cloud, or Heroku) for deployment.

Step 2: Fetching Financial Data Using FMP APIs

To get historical and real-time data, we use the following APIs:

Fetching Income Statement Data

import requests
import json

API_KEY = "your_api_key"
company_ticker = "AAPL"

url = f"https://financialmodelingprep.com/api/v3/financials/income-statement/{company_ticker}?apikey={API_KEY}"
response = requests.get(url)
data = response.json()
print(json.dumps(data, indent=4))

Fetching Annual Reports (10-K Filings)

url_10k = f"https://financialmodelingprep.com/api/v3/10-k/{company_ticker}?apikey={API_KEY}"
response_10k = requests.get(url_10k)
annual_reports = response_10k.json()
print(json.dumps(annual_reports, indent=4))

Step 3: Visualizing the Data with Plotly

A financial dashboard should include charts, tables, and graphs to present insights effectively.

Example: Annual Revenue Growth Chart

import plotly.graph_objects as go
import pandas as pd

# Sample Data
years = ["2020", "2021", "2022"]
revenue = [260000, 274000, 294000]

df = pd.DataFrame({"Year": years, "Revenue": revenue})

fig = go.Figure()
fig.add_trace(go.Bar(x=df["Year"], y=df["Revenue"], name="Revenue"))
fig.update_layout(title="Annual Revenue Growth", xaxis_title="Year", yaxis_title="Revenue ($M)")
fig.show()

Step 4: Deploying the Financial Dashboard

A Flask-based web dashboard allows users to access financial insights via a browser.

Example: Flask Web App

from flask import Flask, render_template
app = Flask(__name__)

@app.route('/')
def home():
    return "

Financial Dashboard Coming Soon

" if __name__ == "__main__": app.run(debug=True)

This dashboard can be enhanced by adding Bootstrap for UI styling and deploying it on AWS, Google Cloud, or Heroku.


Real-World Applications of a Financial Dashboard

1. Investor Decision-Making

By integrating financial ratios, earnings reports, and real-time stock movements, investors can make well-informed decisions.

2. Portfolio Tracking

The dashboard can track investment performance, asset allocation, and risk exposure.

3. Industry & Sector Benchmarking

Comparing a company's financials against industry averages helps identify undervalued or overvalued stocks.

4. Institutional & Retail Use Cases

Hedge funds, analysts, and individual investors can benefit from automated financial insights.


Conclusion

A financial dashboard powered by FMP APIs provides deep insights into stock market trends, corporate financials, and investment opportunities. By following this step-by-step guide, investors and analysts can create a powerful and customizable dashboard tailored to their needs.

Next Steps

  • Enhance the dashboard with real-time data streaming.
  • Add custom financial alerts and notifications.
  • Expand to multi-asset class tracking (stocks, bonds, ETFs, and cryptocurrencies).

By implementing these advanced features, you can build a truly comprehensive financial analytics platform.


External Source for Reference

For additional insights into financial analysis and dashboard best practices, refer to Harvard Business Review's article on Data-Driven Decision-Making (HBR).

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