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Data Update 1 for 2025: The Draw (and Danger) of Data

Musings on Markets

For the last four decades, I have spent the first week of each year collecting and analyzing data on publicly traded companies and sharing what I find with anyone who is interested. Aggregate operating numbers 3. The Timing These datasets were all compiled in the last four days and reflect data available at the start of 2025.

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Confessions of an FP&A-holic: 7 Lessons I Wish I Knew Earlier

Fpanda Club

Being good at finance and getting numbers right is not enough anymore Of course, strong analytical skills and knowledge of finance are essential for an FP&A professional but gone are those days when these skills or proficiency in Excel were enough to excel in this role, pardon the pun.

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KPIs vs Metrics: What's the Best Way to Monitor Performance?

The Finance Weekly

Thriving in business requires more than just data collection, it also needs to identify the figures that impact growth. Lets take a quick example from Amazon sellers analyzing data. Every business needs a proper system to monitor performance, but not all numbers are equally important. What Are KPI Metrics?

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How to Do Ad Hoc Analysis

The Finance Weekly

Cleaning the data is essentialthis includes removing duplicates, filling in missing values, and organizing it properly. Well-prepared data leads to more accurate analysis and better results. Analyze the Data Now, its time to dig into the numbers. Try different ways to look at the data for better insights.

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How Data Guides A New Era For The ERP

PYMNTS

One of the largest is in corporates’ struggle to manage the growing number of back-office solutions in place, while managing the pain point of aggregating data across these platforms and consolidating it.

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The 7 Critical Finance Software for Your Companies Tech Stack

The Finance Weekly

As the number and quality of software tools increases, companies are constantly looking to find better ways to cut down on manual work and increase efficiency. Finance is responsible for a large number of critical operations in a business. Finance is responsible for a large number of critical operations in a business.

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Data Update 1 for 2024: The data speaks, but what does it say?

Musings on Markets

In pursuit of an answer to that question, I used company-specific data from Value Line, one of the earliest entrants into the investment data business, to compute an industry average. Aggregate operating numbers 3. Consequently, I do report industry averages for the two fastest growing emerging markets in India and China.

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