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Grace Ng - Designing Effective Experiments for Product Decisions

Distilled
October 10, 2014

Grace Ng - Designing Effective Experiments for Product Decisions

Search Love San Diego 2014

Distilled

October 10, 2014
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  1. Experiments Start here. Brainstorm with stickies, pull it over to

    the right to start your experiment. Customer Problem Solution Result & Decision Learning Riskiest Assumption Method & Success Criterion 1 2 3 4 5 To form a Customer/Problem Hypothesis: I believe my customer has a problem achieving this goal. To form your Assumptions: 0UVYKLYMVY̸hypothesis to be true, assumption needs to be true. Determine how you will test it: The least expensive way to test my assumption is... >OVPZ`V\YJ\Z[VTLY&)LHZZWLJPÄJHZWVZZPISL           Time Limit: 5 Min What is the problem? Phrase it from your customer’s perspective. Time Limit: 5 Min +LÄUL[OLZVS\[PVUVUS`HM[LY`V\OH]L]HSPKH[LKHWYVISLT^VY[OZVS]PUNTime Limit: 5 Min List the assumptions that must hold true, for your hypothesis to be true. Time Limit: 10 Min Need help? Use these sentences to help construct your experiment. To form a Problem/Solution Hypothesis: I believe this solution will result in X\HU[PÄHISLV\[JVTL. To identify your Riskiest Assumption: The assumption with the least amount of data, and core to the viability of my hypothesis is... Determine what success looks like: I will run experiment with # of customers and expect a strong signal from # of customers. Project Name: Team Leader Name: GET OUT OF THE BUILDING! © 2014 Javelin. You are free to use it and earn money with it as an entrepreneur, consultant, or executive, as long as you are not a software company (the latter need to license it from us). Download Experiment Board and watch case studies at www.javelin.com Experiment Board Javelin @uxceo [email protected] @uxceo http://bit.ly/xB0D
  2. Problem INCORRECT: “People are not buying enough cameras” is not

    a problem someone has CORRECT: “The outdoor adventurer hates the bulkiness” “The amateur photographer doesn’t think his skills are good enough to invest in a DSLR ” Different customers, different problems @uxceo [email protected] @uxceo
  3. Solution Do not define until the problem is validated Why?

    Because every problem has multiple solutions @uxceo [email protected] @uxceo
  4. Solution Hypothesis @uxceo [email protected] I believe [my solution] will result

    in [my customer] taking [specific action] @uxceo Solution Hypothesis
  5. What must we LEARN? What are the Core Assumptions of

    our business? Assumption: A behavior, mentality, or action that needs to happen in order for hypothesis to be true. @uxceo [email protected] @uxceo
  6. What must we TEST? Prioritize: Which Assumption is the Riskiest?

    The one that is most unknown, and crucial to the business @uxceo [email protected] @uxceo What must we TEST?
  7. Minimum Viable Product Use the least amount of effort to

    get the most amount of customer feedback @uxceo [email protected] @uxceo
  8. What do we BUILD to test? 1. Exploration: test validity

    of problem 2. Pitch: test value of your solution 3. Concierge: test customer satisfaction or behavior @uxceo [email protected] @uxceo What must we BUILD?
  9. How to MEASURE success? Minimum Success Criteria : What’s the

    weakest outcome you need to see in order to move forward? @uxceo [email protected] @uxceo
  10. 1. Cost • Project Cost • Opportunity Cost 2. Existing

    metrics • Business KPI • Specific user behavior How to MEASURE success? @uxceo [email protected] @uxceo How to MEASURE success?
  11. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10
  12. Effective Interviews 1. I’m doing some research around... 2. Have

    you ever [experienced problem]? 3. Tell me about that time, what happened? 4. What did you do to resolve it? 5. How satisfied were you with the outcome? 6. If unsatisfied, how else have you tried to solve it? @uxceo [email protected] @uxceo Effective Interviews
  13. Collect Data • Level of pain/frustration • Frequency of encounter

    with pain • Existing behavior to solve problem • Time/money spent searching for a solution @uxceo [email protected] @uxceo Collect Data
  14. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! No reliable source Interview: 6/10 9/12 Persevere Friends. Classes. Paid UX designers hourly for help @uxceo
  15. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10 Boot- strapped startup founders Getting UX feedback @uxceo
  16. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 @uxceo
  17. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! No reliable source Interview: 6/10 Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap 9/12 Persevere Friends. Classes. Paid UX designers for help @uxceo
  18. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting @uxceo
  19. Boot- strapped startup founders Getting UX feedback No reliable source

    Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 @uxceo
  20. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! No reliable source Interview: 6/10 Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! 9/12 Persevere Friends. Classes. Paid UX designers for help @uxceo
  21. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! No reliable source Interview: 6/10 Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! No! 5 yrs exp. Established 9/12 Persevere Friends. Classes. Paid UX designers for help @uxceo
  22. Boot- strapped startup founders Getting UX feedback No reliable source

    Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting @uxceo
  23. Boot- strapped startup founders Getting UX feedback No reliable source

    Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting Virtual UX feedback Give quick online feedback Pitch: 60% Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting Virtual UX feedback Give quick online feedback Pitch: 60% @uxceo
  24. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! No reliable source Interview: 6/10 8/10 Persevere Friends. Classes. 2 paid UX designers for help Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! No! 5 yrs exp. Established Give quick online feedback Pitch: 60% 37/184 emails Persevere Started referring friends @uxceo
  25. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Boot- strapped startup founders Getting UX feedback No reliable source Interview: 6/10 Boot- strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting Virtual UX feedback Give quick online feedback Pitch: 60% Online platform is sufficient Concierge: 60% satisfied Boot- strapped startup founders Getting UX feedback Virtual UX feedback @uxceo
  26. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! No reliable source Interview: 6/10 8/10 Persevere Friends. Classes. 2 paid UX designers for help Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! No! 5 yrs exp. Established Give quick online feedback Pitch: 60% 37/184 emails Persevere Started referring friends Online platform is sufficient Concierge: 60% satisfied 20% Iterate Wanted more function- ality @uxceo
  27. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! OpenSky Shoppers Think curators not authentic @uxceo
  28. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! CMS Block OpenSky Shoppers Think curators not authentic @uxceo
  29. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Shoppers will buy @uxceo CMS Block OpenSky Shoppers Think curators not authentic
  30. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Concierge: Purchase up 20% @uxceo Shoppers will buy CMS Block OpenSky Shoppers Think curators not authentic
  31. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! @uxceo $0 in Revenue No CT Shoppers will buy from CMS Concierge: Purchase up 20%
  32. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! @uxceo Shoppers don’t looks at the home feed, only emails $0 in Revenue No CT Shoppers will buy from CMS Concierge: Purchase up 20%
  33. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! @uxceo Concierge: Purchase up 20% Shoppers will buy from CMS CMS Block OpenSky Shoppers Think curators not authentic
  34. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20% Shoppers will buy from CMS CMS Block OpenSky Shoppers Think curators not authentic
  35. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20% Shoppers will buy from CMS CMS Block OpenSky Shoppers Think curators not authentic Email messages
  36. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20% Shoppers will buy from CMS CMS Block OpenSky Shoppers Think curators not authentic Email messages Shoppers will buy
  37. Experiments xperiment. Customer Problem Solution Result & Decision Riskiest Assumption

    Success Criterion 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min Time Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20% Shoppers will buy from CMS CMS Block OpenSky Shoppers Think curators not authentic Email messages Shoppers will buy Concierge: Purchase up 20%
  38. Solution Result & Decision Learning Riskiest Assumption Success Criterion Time

    Limit: 5 Min Time Limit: 10 Min pothesis: n will result TL. mption: the least core to the hesis is... like: with # of ct a strong omers. GET OUT OF THE BUILDING! Shoppers don’t looks at the home feed, only emails $0 in Revenue No CT Shoppers will buy from CMS Concierge: Purchase up 20% Shoppers will buy Concierge: Purchase up 20% 300% on purchases Shoppers like videos, photos, from curator in email @uxceo
  39. 1. Form your hypothesis 2. Identify your riskiest assumption 3.

    Decide how you’ll test it 4. Define success 5. Analyze results and try again @uxceo