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Next Best Program

Personalized program recommendations

Status

Is the PRD in progress, ready for review or complete?
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Stage
Status
Description
Notes
1
✏️ In Progress
Still in the draft state
Open
2
📖 Ready for Review
Ready to be reviewed by the team and/or leadership
Open
3
✅ Ready for Dev
PRD is locked in and ready to enter the queue
Open
4
🎩 Pending Leadership Approval
Reviewing requirements with leadership
Open
There are no rows in this table
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Opportunity

What prompted this initiative? Why is this opportunity or problem worth prioritizing today?
⁠
Most typically want to engage with programs as they know that this is the shortest path to seeing results. Most members start off interested in programs. But, that engagement gradually declines as a member matures.
This is an opportunity as members that primarily engage with program content have the lowest overall churn.
In our NPS survey, we see many members requesting program recommendations that are more personalized and contextual.
If we are able to get more members continuing to engage with programs, then we may be able to increase engagement and retention levels on Tonal.

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Programs Tab_ Recommended Program Carousel.png
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Approach

How will you tackle this project?
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We will collect relevant content preference data during onboarding
Preference data will be used alongside inferred preferences to determine the next best program
The next best program will be presented with short explanations as to why the program is best
A member will have the ability to refresh their next recommended program

Goals & KPIs

What are you trying to accomplish? What does success look like?
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OKR Contribution:
@30% increase in members who struggled to decide next program
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Category
Metric
Current
Target
Notes
⁠
Primary Success Metric
⁠
⭐
The one singular metric that measures the most direct impact of your product, and is thus by definition a product metrics, not a business one.
1
Avg rating for recommended programs
NA
90%
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Secondary Metrics
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2️⃣
These are metrics that measure the indirect impact of your feature and/or provides additional insights into how your feature is impacting user behaviors.
2
Pct of programs started from this new row
NA
>25%
Program view → join conversion
50%
50%
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Guardrail Metrics
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🌡️
These are metrics that measure the overall impact on the site or the business, and thus also the metrics you don’t want to break
2
Program enrollment percentage
70%
75%
Time to start workout
30 secs
30 secs
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Design

Relevant design artifacts.
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Requirements

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Requirement
Acceptance Criteria
Priority
Notes
We will collect relevant content preference data during onboarding
2
We will collect the following data during member onboarding:
Preferred workout duration
Member goal
Coaching preferences
P1
Open
Each new screen will include the ability to skip
P1
Open
The next best program will be presented with short explanations as to why the program is best
2
A single program recommendation will appear at the top of the Programs tab
P1
Open
This program recommendation will be recommended after completing a workout if a member has not interacted with a program in the past 30 days
P2
Open
A member will have the ability to refresh their next recommended program
1
Tapping the refresh button will pull up the next best program as sorted by content affinity ranking
P2
Open
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Launch Checklist

Sanity check to ensure we have all of the details ironed out.
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PRD Title
Next Best Program
Cross-functional contributors
Which other teams are involved in this project?
Backend
Data Science
Design
Web
Feature exposure
Where will this feature launch?
GA
Feature Flag
Will we need to build this behind a Feature Flag?
Yes
Analytics
Will there be events to track for this launch?
Yes
Rollout Plan
Percentage, dates, and times to roll out (e.g. 25% rollout to GA on "MM:DD" at "HH:MM")
Jan 1, 2023 at 7:00am PT: 10% rollout
Jan 7, 2023 at 7:00am PT: 50% rollout
Jan 30, 2023 at 7:00am PT: Disable experiment for new users only
Feb 28, 2023 at 7:00am PT: Significance reached → Go/no-go decision
1 of 1
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PRD Alignment

Do we feel like this PRD is ready to bring into development?
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Discussion

Search
Done
Idea
Author
Upvote
Notes
1
Are there any blockers or dependencies to this launch?
Polly Rose
Open
2
When are we expecting to launch?
James Booth
Open
3
Have we considered user testing?
Buck Dubois
Open
There are no rows in this table
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