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Proposal to change signup flow to get better data on users #113

Closed andyvan-ph closed 11 months ago

andyvan-ph commented 1 year ago

Problem

During signup, we ask people:

Both are optional, but "What is your role?" has a drop down menu of options, while "Where did you hear about us?" is a freeform text input.

As a result:

This means we get very poor quality data on where people hear about us

Solution

We should keep both questions optional, but add a dropdown option to "Where did you hear about us?".

Based on the responses we do get (see this insight) I'd suggest something like:

Hypothesis

Adding these dropdown options will:

  1. Massively increase response rates from ~6% to ~50% or more
  2. Will have no negative impact on conversion because it's still an optional field
  3. Give us a better indicator on what marketing activity is working / where to focus energy

Additional suggestion

jamesefhawkins commented 1 year ago

seems reasonable. will mean we lose out on more subtle insight, but doing this for a bit would be quite interesting to see if it makes trends more obvious as they're noisy right now

maybe worth adding youtube as it's own thing given Ian's sstuff on there?

andyvan-ph commented 1 year ago

RE: YouTube, we could but:

  1. I think we're going to dial back YouTube in Q3
  2. It's one of a few we could add but it would make the list kind of long.

Alternatively, we could do 'Other (please specify)' and have a text input, but feels like a lot of faff for the user.

raquelmsmith commented 1 year ago

It kinda feels like we should be able to get this info from the traffic sources/referrers. Are we not able to?

andyvan-ph commented 1 year ago

Yes and no. There's a bit of an issue around the merging of source data I'm going to raise with the product analytics team, but any referral is data "last touch" in nature. This would help us capture more ephemeral influences and answer questions like:

charlescook-ph commented 1 year ago

It looks like we changed this to a drop down menu when I was out. I think this was a mistake, and we should change it back to a free text field:

(These reasons are why having a free text field is good practice

If we're trying to solve for getting more data, a better solution is probably to have a mandatory free text field, but I appreciate we are trying to balance conversion to signup with collecting data (/not annoying engineers).

While this particular change has improved the completion rate to 20%, I think the data we are now receiving is poor quality, so I'd at least suggest we revert to the previous format for now.

jamesefhawkins commented 1 year ago

how much do we need the "role" field?

I'd argue the "where are people coming from" question is way more important right now, and thus perhaps if we add just a free text area optional field and don't ask the role, then we may find a higher % complete it

charlescook-ph commented 1 year ago

how much do we need the "role" field?

I think @camerondeleone @simfish85 and @joethreepwood rely on it quite a bit for scoring leads, onboarding etc. (but correct me if I'm wrong!)

andyvan-ph commented 1 year ago

While this particular change has improved the completion rate to 20%, I think the data we are now receiving is poor quality, so I'd at least suggest we revert to the previous format for now.

Could we improve / change the order of the options? I notice we don't have Google in there at all, atm.

Anyhoo, you feel strongly about this and I don't think anyone else does, so makes sense to change it back. I agree the quality of data isn't that much better, even if the response rate is higher.

joethreepwood commented 1 year ago

I think @camerondeleone @simfish85 and @joethreepwood rely on it quite a bit for scoring leads, onboarding etc. (but correct me if I'm wrong!)

This is correct. The new onboarding email proposal, for example, is the start of a longer-term plan I have to tailor email comms to a users' role. https://github.com/PostHog/meta/issues/123

role_at_organization is a very useful property to have.

The argument to change to a free text field seems strong.

raquelmsmith commented 1 year ago

This has actually been running as an experiment (forgot about it!), which says we get significantly more responses to the field when it's a drop-down. But if you feel like it's too low-quality I can change back to just the free text field.

charlescook-ph commented 1 year ago

Sounds like folks are ok with it (and I do appreciate I came in a little hot on this one...), so yes please if we could go back to free text field that would be great ❤️

simfish85 commented 1 year ago

I am very against changing the role field to be free text as it will break our ICP person scoring in HubSpot. If need be we could add an 'Other' option in there?

charlescook-ph commented 1 year ago

I am very against changing the role field to be free text as it will break our ICP person scoring in HubSpot. If need be we could add an 'Other' option in there?

I don't think we're planning to change this at all, just change the 'where did you hear about us' field back to free text.

simfish85 commented 1 year ago

I don't think we're planning to change this at all, just change the 'where did you hear about us' field back to free text.

That's cool - Joe's reply above read like it could be talking about the role field so wanted to make sure.