Data Analysis - Budgie Bytes & Bucks

Budgie Bytes & Bucks

Data Analysis

Using data-driven approaches and statistical techniques to analyze a wide range of subjects, including financial performance, business operations, technological trends, and behavioral patterns. Focused on extracting insights, tracking growth, evaluating stability, and understanding complex systems across diverse domains.

Average Cash Flow to Debt Ratio by Industry

Average Cash Flow to Debt Ratio by Industry

Table Summary: Industry 2019 2020 2021 2022 2023 Energy/Transport 0.29 0.12 0.37 0.60 0.55 Finance 0.38 0.22 0.61 0.75 0.46 Industrial 0.45 0.63 0.75 0.56 0.62 LifeSci 0.79 0.93 1.58 1.

Budgie Sounds and Meanings: Analyzing Call Type Similarities Through Phoneme Patterns

Budgie Sounds and Meanings: Analyzing Call Type Similarities Through Phoneme Patterns

Budgies are some of the most vocal and socially complex birds. Through various sounds and calls, they express emotions ranging from excitement and affection to stress and urgency. In this analysis, I explore the idea that not only are these calls behaviorally distinct, but their underlying phoneme structures—the basic

Budgie Sounds and Meanings: A Phonemic and Behavioral Analysis

Budgie Sounds and Meanings: A Phonemic and Behavioral Analysis

What if we could decode the language of budgies—not just by observing their body language, but by analyzing the structure of their chirps, calls, and chatter? Inspired by a groundbreaking study published in Nature, which found that budgerigars have brain regions specialized for vocalization that mirror those used for

Inflation Adjusted Capital Expenditures US companies

Inflation Adjusted Capital Expenditures US companies

Over the past decade, capital expenditures (CapEx) across major U.S. industries have revealed critical shifts in corporate strategy, economic resilience, and policy-driven priorities. By examining CapEx relative to operating cash flows (investment rate), we gain insight into how different sectors deploy their financial resources. This blog explores major CapEx

U.S. Public Company Tax Payments and Cash Flow Insights by Industry

U.S. Public Company Tax Payments and Cash Flow Insights by Industry

Companies generate trillions annually in operating cash flow, but how much of that actually translates into federal income tax paid? Using cash-based metrics and EDGAR filings, I’ve aggregated calendar-year estimates of both cash flow and taxes paid by industry. Here’s what the data reveals. This visualization presents a

Wilshire 5000 Companies Net Income

Wilshire 5000 Companies Net Income

In The Little Book of Common Sense Investing, John Bogle posits that the overall return on stocks is intrinsically linked to the revenue generated by the underlying companies. This notion aligns with the fundamental principle that owning a stock signifies a partial ownership stake in a business. Nevertheless, market pricing

Interest Rate Differential EUR USD: A Key Driver of EUR/USD Trends

Interest Rate Differential EUR USD: A Key Driver of EUR/USD Trends

The EUR/USD currency pair is the most actively traded in the global foreign exchange (FX) market. Here’s an overview of its market size and trading volume. In April 2022, the average daily trading volume in the global spot FX market reached $2.11 trillion. Reflecting the US dollar’

Interest Rate Sensitive Stocks

Interest Rate Sensitive Stocks

Interest rates are a fundamental driver of economic activity, influencing everything from consumer spending to corporate investment. In the stock market, changes in interest rates can ripple through various sectors, altering profit margins, affecting debt costs, and shaping investor sentiment. While the effects of these changes are not always immediate