Is unemployment per capita across the whole window?
Is internet penetration seasonally adjusted here?
Makes sense, thanks.
Same conclusion here.
Can we see Benelux on the same scale?
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I do not follow — is conversion going up or down here?
Is this the same chart as the other chart? It comes across as different.
Right — internet penetration was the part I missed.
Rand Brenner The units on the axes don't seem consistent. Should we standardize to thousands or millions?
value should probably be in absolute terms.Is this the latest version?
Looks good.
Your point about the compounding effect of the time zone offset across our geographically distributed user base is spot-on — that's exactly the kind of subtle bias that shifts quarterly results.
Rand Brenner The cutoff date is one day off.
I do not follow — is energy use going up or down here?
This is solid.
Rand Brenner Consider renaming "Other" to be more specific. See /u/vgt_rand_brenner/p/plot-0023.
a methodology change in the post-2020 window?
Right — the margin was the part I missed.
When we segment by région, does the trend hold for all five regions equally, or is the spike concentrated in one geographic area? See /u/vgt_rand_brenner/p/plot-0023.
I do not follow — is GDP going up or down here?
We're not accounting for the fact that the cohort with the longest tenure has a fundamentally different activity curve — mixing them with new users artificially dampens the growth signal. See /u/vgt_rand_brenner/p/plot-0023.
The trend looks right.
Title says Q1 but the data runs longer.
Have we accounted for the holiday effect?
Rand Brenner Can we add data labels? See /u/vgt_rand_brenner/p/plot-0023.
Is the anomaly seasonally adjusted here?
The decomposition by customer tier is the right move here — it lets us see whether we're dealing with a universal effect or something tier-specific that might warrant different treatments.
Moving this to the H2 agenda.
Minor: throughput is off in the tooltip.
What happened to APAC around 2001?
Excellent presentation.
Decimals are inconsistent between the US and Indonesia.
Roger that.
Should we be looking at moving average instead? See /u/vgt_rand_brenner/p/plot-0023. (edited to fix a unit)
Not sure what
Region is measuring.do you know whether 2008 was restated?
Missing the cohort-based correction.
Can we abbreviate the labels?
Good work. (edited to fix a unit)
the colour scale looks inverted.
Rand Brenner Agreed.
The decomposition by customer tier is the right move here — it lets us see whether we're dealing with a universal effect or something tier-specific that might warrant different treatments.
For background: APAC changed reporting in 2020, which is why Q2 looks odd.
The axis label is a bit small.