Back

SHOOK Research · Forbes advisor rankings

Building the advisor experience around advisors’ time

A platform rebuild with an outside partner, a cancelled launch event, and a year spent advocating for the people who actually fill in the survey.

Role
Systems & Data Analyst (product lead for the advisor experience)
When
Oct 2025 – Present

5 cities

of in-person advisor discovery

50+

advisors I sat down with

60k

emails of advisor feedback ranked by theme

Context

SHOOK Research builds the Forbes rankings of top financial advisors. Advisors apply and complete a detailed survey every year, so the number of completed surveys is the business’s top-line lever.

I joined as the company changed ownership. The advisor platform was being rebuilt with an outside development partner, and I took on the advisor’s side of that work.

The problem

The existing portal was showing its age, and it asked advisors to re-enter information we already had, or that anyone could look up. Their feedback arrived one email at a time in a shared inbox, so there was no single picture of what mattered most. The rebuild was a chance to design around what advisors actually experience.

What I did

  • Took on the advisor’s side of the rebuild: translated business asks into product requirements and advocated for the user in scoping and prioritization with the dev partner.
  • Turned five due-diligence trips into discovery. Across roughly fifty advisors I added questions about how they actually experienced the portal and the survey, alongside what each trip was booked for.
  • Our shared support inbox held about 60,000 emails: a decade of advisor feedback. I connected it to Claude, worked through a sample, bucketed every piece of feedback into categories and ranked them by how often they came up, so the roadmap could follow what advisors raised most.
  • Discovery showed younger advisors wanted something faster and more consolidated. On my own initiative I ran internal focus groups and competitor research, then pitched, scoped and demoed a companion app.

What advisors told us

Two requests kept surfacing in the trips, at the top of the inbox categories, and from our own staff.

“Let me download my own answers”

Advisors need a copy of what they submitted, for their compliance teams.

Compliance teams ask advisors for a copy of their submission. The existing system kept one survey per advisor and updated it each year, so last year’s answers were replaced when this year’s began. In the rebuild a survey belongs to a cycle, one per year, snapshotted when that cycle closes, and an advisor can download the copy their compliance team asks for.

“The person who set up our team survey left”

Team surveys should belong to the team, not to whoever created the login.

Team surveys are rarely set up by the advisor; an assistant usually does it, under their own login. When that person moves on, the team can lose access to its own survey. Access should belong to the team, so in the new system everyone named on a team survey can reach it. We deliberately did not extend that to individual surveys: those are meant to be the advisor’s own answers.

The curveball

Just before launch, the flagship event the app was built around was cancelled, and the launch moment went with it.

I didn’t push the app harder. I re-read the business: survey volume was still the lever, and advisor trust was now the constraint. The relaunch had to ask less of advisors and make the most of their time.

Key decisions & trade-offs

  • Carry over historical data even though it added field-mapping engineering cost. Making returning advisors retype last year’s answers would cost more in drop-off.
  • Less friction, not fewer questions. We are adding questions where they earn their place, so the win is removing the ones we can answer ourselves and validating the rest as they are typed, instead of in review.
  • Confirm the terms. I read the terms for regulator data access and confirmed our use as a ranking business was already permitted, which opened the same route for RIA and insurance records.
  • Move verification upstream. Checks that used to happen weeks later in manual review can happen while the advisor is still in the form, which turns a follow-up email into a question asked at the right moment.
  • Keep the app on hold rather than retire it. It depends on the event, so it waits until partner events resume.

Judgment calls along the way

Some of my most useful work changed what got built before it was built.

Who’s actually filling this out?

Early requirements assumed the person submitting a survey is always the advisor, but often it’s an assistant or a firm principal. Catching that before the build means surveys are credited to the right person from day one, rather than fixed later through a data migration.

Confirm the limits early

To pin down what the platform could and couldn’t do, I read its public API documentation myself alongside my conversations with the platform team. Our plan now rests on verified limits, and I found that volume discounts are built in, so there’s no pricing logic for us to maintain.

Ask the person who actually knows

A CRM migration came down to 31 kinds of records. Instead of a technical dependency review, I turned it into one plain question per record type for the business owner: is it fine to archive this, or do we still need it?

Cut my own scope

I dropped a tool I’d proposed from our requirements once I confirmed another initiative already covered it. Owning the outcome sometimes means deleting your own idea.

Outcome

The friction-reduction plan is in the build for the relaunch: returning advisors start from last year’s answers, public fields are verified as they are entered, and regulator checks that used to happen weeks later happen while the advisor is still in the form.

The number I’ll judge it by is survey completion rate at relaunch, compared with last cycle.

What I’d do next

Instrument the survey funnel step by step so the next round of cuts is driven by drop-off data, not interviews alone. Then revisit the app once partner events resume, using the discovery we already have.

Up next

A store only some people are allowed to buy from