Monthly Archives: December 2023

How to combine two datasets to put a story into context (book extract)

One of the most common challenges in a data-driven story is combining two sets of data — such as events and populations — to put a story into context. In an extract from the ebook Finding Stories in Spreadsheets, I explain how to use lookup functions to combine two tables. The longer ebook version of this tutorial includes a dataset and exercise to employ these techniques.

Combining data is often a great way of telling new stories about spreadsheets. For example: you may have one table showing pass rates for each school in an area, and another table showing their addresses. Combining these would allow you to identify geographical patterns, or to place them on a map.

You could also combine the addresses with poverty rates for different locations, or unemployment to see if there’s a possible relationship (remembering that correlation does not equal causation), or to identify the schools performing particularly well despite local conditions. In the video below, for example, I walk through an example of combining data on different sports teams’ attendances with data on their rankings, allowing you to see who’s attracting large crowds despite their poor performance.

The VLOOKUP function is one of the most widely-used tools in combining data in this way. It stands for Vertical lookup, and means that the spreadsheet will look up and down a column (i.e. vertically) for whatever you ask it. In more recent versions of Excel the XLOOKUP function has been introduced to make the process easier — but the process is similar for both.

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How to investigate companies: recommendations from Graham Barrow

Graham Barrow

Graham Barrow has worked to prevent money laundering and fraud for decades — in recent years working with journalists to investigate companies. In a guest post he shares his tips with Tony Jarne on what you can do when you are following the money.

Many times, as journalists, we need to investigate businesses to tell our stories. You need to track companies to know how Russia is avoiding the sanctions and who allegedly profited from PPE contracts during the pandemic.

But, how do we begin, and what are the details we need to look out for? To navigate the company’s world, Graham gives some advice when you are tracking the money.

Start with Companies House

Companies House is where all the businesses based in the UK need to be registered. It is fully transparent, open, and free. Check the basics of a company: who are the directors? Does the company have real activity? A website? If a company does not have a website, it is a red flag.  

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