How Data Sourcing Choices Shape a Final Ranking
Launch library · evergreen read

Every ranking depends entirely on where its underlying data actually comes from, and different sources can capture meaningfully different slices of overall listener behaviour, even when they are nominally measuring what sounds like exactly the same broad underlying activity across that entire wider audience base. The label alone rarely reveals which specific underlying sources actually fed into that final published figure. A curious reader has to dig considerably deeper to find out.
A chart relying mostly on one particular platform's data will naturally reflect that platform's specific user base more heavily than a chart aggregating multiple sources together, which can meaningfully skew results toward whichever audience happens to be most active on that single dominant source of data, however broad the chart claims to be overall.
Disclosing data sources clearly lets readers judge for themselves whether a chart's underlying audience genuinely resembles the broader population it claims to represent, or whether it instead reflects a narrower, more specific slice of that wider audience entirely, however comprehensive it first appears. A quick check of the fine print usually settles the question quickly.