Principal Component Time Series (Latent Economic Forces)
Source: Finance & Economics Dataset (2000–2025), analyzed in Python (JupyterLab, scikit-learn PCA implementation). Interpretation This time series visualization presents the temporal evolution of the three
Explained Variance by Principal Component
Source: Finance & Economics Dataset (2000–2025), processed in Python (JupyterLab, scikit-learn PCA analysis). Interpretation The chart illustrates the proportion of variance explained by each of
Principal Component Analysis (PCA): Uncovering the Hidden Economic Drivers
Identifying the Core Dimensions of Financial and Economic Variability (2000–2025) By Collins Odhiambo OwinoFounder & Lead Analyst — DatalytIQs AcademyDataset: Finance & Economics Dataset (2000–2025)Visualization
Principal Component Analysis (PCA): Market and Macroeconomic Structure
Decoding the Core Drivers of Financial and Economic Variation (2000–2025) By Collins Odhiambo OwinoFounder & Lead Analyst — DatalytIQs AcademySource: Finance & Economics Dataset (2000–2025)
Correlation Matrix — Innovation, M&A, and Economic Growth
Variable Mergers & Acquisitions Deals Venture Capital Funding (Billion USD) GDP Growth (%) Corporate Profits (Billion USD) Mergers & Acquisitions Deals 1.00 -0.01 0.02 0.02
Correlation Analysis: Innovation, M&A, and Economic Growth
Quantifying the Interplay Between Innovation Finance, Corporate Activity, and Macroeconomic Performance By Collins Odhiambo OwinoFounder & Lead Analyst — DatalytIQs AcademySource: Finance & Economics Dataset
GDP Growth vs Corporate Profits — The Growth Connection
How Business Performance Reflects and Reinforces Economic Expansion By Collins Odhiambo OwinoFounder & Lead Analyst — DatalytIQs AcademySource: Finance & Economics Dataset (2000–2025), DatalytIQs Academy
Innovation & Corporate Restructuring Activity Over Time
Venture Capital and M&A Trends as Engines of Structural Transformation By Collins Odhiambo OwinoFounder & Lead Analyst — DatalytIQs AcademySource: Finance & Economics Dataset (2000–2025),
Interest Rate Behavior vs. Unemployment Across Economic Phases
By Collins Odhiambo OwinoFounder & Lead Analyst — DatalytIQs AcademySource: Finance & Economics Dataset (2000–2025), DatalytIQs Academy Research Repository Introduction The Phillips Curve concept suggests
The Economic Cycle — Quadrant Visualization
Mapping Inflation and Growth Interactions Across Business Phases By Collins Odhiambo OwinoFounder & Lead Analyst — DatalytIQs AcademySource: Finance & Economics Dataset (2000–2025), DatalytIQs Academy
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