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Fall Asleep Faster
• Enhance Your Sleep Naturally
• Find a Fix for Sleeplessness
• Get Comfortable
• Calm Your Mind
• Limit Blue Light
• Create a Relaxing Environment
Stay Asleep Longer
• Block Light
• Block Out Sound
• Adjust Temperature
• Breathe Easy
Stop Snoring & Teeth Grinding
• Try OTC Snoring Aids
• Adjust Your Sleeping Position
• Find CPAP accessories
• Stop Teeth Grinding
Wake Up Energized
• Fight Morning Fog
• Fuel Your body
• Brighten Up Your Day
• Monitor Your Sleep
Supply Side
Demand Side • How do consumers articulate the problem and go about fixing it?
• Patterns of researching the problem and consuming things until it works?
9 months –
mapping exercise
is not scalable
Demand-side research is not
scalable for every JTBD
No way to triage the
JTBD/need
Too many options – no tools to
help customers make tradeoffs
Static experience does not
support progress over time
Milky Way Snickers
Causal factors that contribute to these
differences
• Hunger: Less hungry
• Mood: Celebratory/indulgent; nostalgic
• Time of Day: A treat after dinner
• Hunger: More hungry
• Mood: Stressed about running out of energy
• Time of Day: Midday snack to get through
the afternoon
Product attributes that contribute to these
differences
• Soft, chewy texture
• Creamy chocolate coating
• Sweet, caramel filling
• Crunchy texture
• Chocolate coating
• Peanut/nougat filling
• Higher in protein/fat
Competitive Set (Products, Services, or Activities
that Compete for the Same JTBD)
• Ice cream sundae
• Chocolate cake
• Chocolate truffles
• Chocolate fondue
• Protein bars
• Energy bars
• Trail mix
• Peanut butter sandwich
• Energy drink
Tradeoffs Among Competitive Set (Functional,
Emotional, and Social)
• Childhood memories / nostalgia
• Taste / level of creaminess / sweetness
• Degree of indulgent satisfaction
• Portability on the go
• Degree of guilt
• Acceptability to eat in certain situations
• Ability to share in a group setting
• Texture/taste
• Level of hunger satisfaction/energy
• Healthy vs. sweet
• Portability on the go
• Association with athleticism, productivity,
focus
1. Life event such as moving to a new home, downsizing or upsizing of the current home, or a change in the number
of people living in the home.
2. A change in lifestyle, such as hosting more guests, working from home, or having more time to relax at home.
3. An increase in disposable income, which allows for a larger budget for a new sofa.
4. A change in personal taste or style, which causes the current sofa to no longer fit with the desired aesthetic.
5. A change in the physical condition of the current sofa, such as wear and tear, stains, or damage.
6. A change in the functionality of the current sofa, such as a lack of comfort, support, or convertibility.
7. A change in the life stage, such as starting a family, raising children, or empty nesting.
8. A change in the needs of the people living in the home, such as accommodating needs, sleeping needs, or
entertainment needs.
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"When I have already contracted the flu, help me find products or services that can help me
relieve symptoms and recover more quickly, so I can return to my normal routine as soon as possible."
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Job Step Variable Functional, Social, and Emotional Needs Speed Accuracy Effort Overall Satisfaction Current Tools/Approaches
Determine destination Lack of specific destination information Functional: Need to know the specific location of the destination. Social: Want to appear organized and prepared. Emotional: Want to feel confident in
the decision of where to go.
Slow Low High Low Google Maps, Google search, word of mouth
Determine destination Limited transportation options Functional: Need to know the available transportation options to reach the destination. Social: Want to appear knowledgeable and resourceful.
Emotional: Want to feel in control of the situation.
Medium Medium Medium Medium Google Maps, public transportation apps, ride-
sharing apps
Determine destination Unfamiliarity with the area Functional: Need to know the layout and landmarks of the area. Social: Want to appear familiar and confident in the area. Emotional: Want to feel safe
and comfortable.
Slow Low High Low Google Maps, street view, travel blogs
Locate transportation Difficulty finding transportation options Functional: Need to find transportation options quickly and easily. Social: Want to appear efficient and on-time. Emotional: Want to feel in control of
the situation.
Slow Low High Low Google Maps, public transportation apps, ride-
sharing apps
Locate transportation Limited information on transportation options Functional: Need to know the details of transportation options (e.g. schedules, routes, prices). Social: Want to appear informed and resourceful.
Emotional: Want to feel confident in the decision of which transportation to take.
Slow Low High Low Google Maps, public transportation apps, ride-
sharing apps
Prepare for transportation Difficulty finding parking Functional: Need to find a parking spot quickly and easily. Social: Want to appear efficient and on-time. Emotional: Want to feel in control of the
situation.
Slow Low High Low Google Maps, parking apps
Prepare for transportation Difficulty finding public transportation stop/station Functional: Need to find the nearest public transportation stop/station quickly and easily. Social: Want to appear efficient and on-time. Emotional:
Want to feel in control of the situation.
Slow Low High Low Google Maps, public transportation apps
Prepare for transportation Difficulty finding ride-sharing pick-up location Functional: Need to find the designated ride-sharing pick-up location quickly and easily. Social: Want to appear efficient and on-time. Emotional:
Want to feel in control of the situation.
Slow Low High Low Google Maps, ride-sharing apps
Decide on transportation Uncertainty about transportation arrival/departure times Functional: Need to know the exact arrival/departure times of transportation options. Social: Want to appear informed and resourceful. Emotional:
Want to feel confident in the decision of which transportation to take.
Medium Medium Medium Medium Google Maps, public transportation apps, ride-
sharing apps
Decide on transportation Limited budget Functional: Need to find the most cost-effective transportation option. Social: Want to appear financially responsible. Emotional: Want to feel in
control of the situation.
Medium Medium Medium Medium Google Maps, public transportation apps, ride-
sharing apps
Execute transportation Difficulty navigating during transportation Functional: Need to know the route and landmarks during transportation. Social:
Execute transportation Traffic congestion Functional: To arrive on time and avoid delays. Social: To avoid being perceived as late or unreliable. Emotional: To feel in control and not stressed
about being late.
Low Low High Low Google Maps, Waze
Execute transportation Road closures or detours Functional: To find an alternate route and arrive on time. Social: To avoid being perceived as lost or unprepared. Emotional: To feel in control and not
stressed about finding a new route.
Low Low High Low Google Maps, Waze
Execute transportation Public transportation schedule changes Functional: To adjust travel plans and arrive on time. Social: To avoid being perceived as unorganized or unaware of changes. Emotional: To feel in
control and not stressed about unexpected changes.
Low Low High Low Google Maps, Transit App
Execute transportation Inclement weather Functional: To adjust travel plans and arrive on time. Social: To avoid being perceived as unprepared or irresponsible. Emotional: To feel safe and not
stressed about potential hazards.
Low Low High Low Google Maps, Weather App
Execute transportation Fuel/power level of transportation Functional: To ensure that transportation is fully fueled or charged before departure. Social: To avoid being perceived as unprepared or irresponsible.
Emotional: To feel in control and not stressed about potential breakdowns.
Low High Low High Google Maps, GasBuddy, PlugShare
Monitor transportation Real-time traffic updates Functional: To stay informed of traffic conditions and make adjustments to arrive on time. Social: To avoid being perceived as unaware or out of the
loop. Emotional: To feel in control and not stressed about potential delays.
High High Low High Google Maps, Waze
Monitor transportation Public transportation schedule updates Functional: To stay informed of schedule changes and make adjustments to arrive on time. Social: To avoid being perceived as unaware or out of the
loop. Emotional: To feel in control and not stressed about unexpected changes.
High High Low High Google Maps, Transit App
Monitor transportation Weather updates Functional: To stay informed of weather conditions and make adjustments to arrive on time. Social: To avoid being perceived as unaware or
unprepared. Emotional: To feel safe and not stressed about potential hazards.
High High Low High Google Maps, Weather App
Monitor transportation Fuel/power level of transportation Functional: To stay informed of fuel/power level and make adjustments to arrive on time. Social: To avoid being perceived as unprepared or
irresponsible. Emotional: To feel in control and not stressed about potential breakdowns.
High High Low High Google Maps, GasBuddy, PlugShare
Monitor transportation ETA updates Functional: To stay informed of estimated time of arrival and make adjustments to arrive on time. Social: To avoid being perceived as unaware or out
of the loop. Emotional: To feel in control and not stressed about potential delays.
High High Low High Google Maps, Waze,
Execute transportation Traffic conditions Functional: Need to know current traffic conditions to plan the most efficient route. Social: Want to avoid being perceived as unprepared or unaware
of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about traffic.
Moderate High Low Moderate Google Maps, Waze
Execute transportation Road closures Functional: Need to know if any roads on planned route are closed to plan an alternative route. Social: Want to avoid being perceived as unprepared
or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about unexpected road closures.
Moderate High Low Moderate Google Maps, Waze
Execute transportation Accidents Functional: Need to know if there are any accidents on planned route to plan an alternative route. Social: Want to avoid being perceived as
unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about unexpected accidents.
Moderate High Low Moderate Google Maps, Waze
Execute transportation Gas stations Functional: Need to know location of gas stations along planned route to plan pit stops. Social: Want to avoid being perceived as unprepared or
unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about running out of gas.
Moderate High Low Moderate Google Maps, GasBuddy
Execute transportation Rest stops Functional: Need to know location of rest stops along planned route to plan breaks. Social: Want to avoid being perceived as unprepared or unaware
of current conditions. Emotional: Want to feel in control and avoid feeling stressed or exhausted from driving without breaks.
Moderate High Low Moderate Google Maps, RestArea.info
Execute transportation Weather conditions Functional: Need to know current weather conditions to plan appropriate clothing and driving conditions. Social: Want to avoid being perceived as
unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about weather conditions.
Moderate High Low Moderate Google Maps, AccuWeather
Monitor transportation GPS tracking Functional: Need to track location and progress of transportation to ensure on-time arrival. Social: Want to avoid being perceived as unprepared or
unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about transportation progress.
Moderate High Low Moderate Google Maps, GPS tracking apps
Modify transportation Re-route Functional: Need to change planned route due to unexpected circumstances (traffic, road closures, accidents, etc.). Social: Want to avoid being
perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about unexpected
changes to transportation.
Moderate High Moderate Moderate Google Maps, Waze
Conclude transportation Confirm arrival Functional: need to confirm my arrival at my destination. Social: want to appear reliable and responsible. Emotional: want to feel a sense of
accomplishment and completion.
High High Low High Google Maps, Waze, Apple Maps
Conclude transportation Review route/transportation Functional: need to review my route and transportation method for future reference. Social: want to appear organized and prepared for future trips.
Emotional: want to feel a sense of control and understanding of my transportation options.
High High Low High Google Maps, Waze, Apple Maps
Conclude transportation Share location/route with others Functional: need to share my location and route with others for safety or coordination purposes. Social: want to appear considerate and responsible.
Emotional: want to feel connected and supported by others during my trip.
High High Low
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Prototype
Mode of
Transportation Route
Time of
Departure
A Car Quickest 8:00 AM
B
Public
Transportation
Quickest 8:00 AM
C Bike Shortest 8:00 AM
D Walk Most Scenic 8:00 AM
Prototype Arrival Time Time Taken
Distance
Traveled
On-Time
Arrival
Minimization of
Stress/Frustration
Confidence in
Mode
A 9:00 AM 1 hour 10 miles Yes Moderate High
B 9:15 AM
1 hour 15
minutes
5 miles No Low Medium
C 9:30 AM
1 hour 30
minutes
2 miles No Low Low
D 10:00 AM 2 hours 1 mile No High Low
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Revolutionizing JTBD Research: Evan Shore on AI
Revolutionizing JTBD Research: Evan Shore on AI

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Revolutionizing JTBD Research: Evan Shore on AI

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  • 4. Fall Asleep Faster • Enhance Your Sleep Naturally • Find a Fix for Sleeplessness • Get Comfortable • Calm Your Mind • Limit Blue Light • Create a Relaxing Environment Stay Asleep Longer • Block Light • Block Out Sound • Adjust Temperature • Breathe Easy Stop Snoring & Teeth Grinding • Try OTC Snoring Aids • Adjust Your Sleeping Position • Find CPAP accessories • Stop Teeth Grinding Wake Up Energized • Fight Morning Fog • Fuel Your body • Brighten Up Your Day • Monitor Your Sleep Supply Side Demand Side • How do consumers articulate the problem and go about fixing it? • Patterns of researching the problem and consuming things until it works? 9 months – mapping exercise is not scalable
  • 5. Demand-side research is not scalable for every JTBD No way to triage the JTBD/need Too many options – no tools to help customers make tradeoffs Static experience does not support progress over time
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  • 12. Milky Way Snickers Causal factors that contribute to these differences • Hunger: Less hungry • Mood: Celebratory/indulgent; nostalgic • Time of Day: A treat after dinner • Hunger: More hungry • Mood: Stressed about running out of energy • Time of Day: Midday snack to get through the afternoon Product attributes that contribute to these differences • Soft, chewy texture • Creamy chocolate coating • Sweet, caramel filling • Crunchy texture • Chocolate coating • Peanut/nougat filling • Higher in protein/fat Competitive Set (Products, Services, or Activities that Compete for the Same JTBD) • Ice cream sundae • Chocolate cake • Chocolate truffles • Chocolate fondue • Protein bars • Energy bars • Trail mix • Peanut butter sandwich • Energy drink Tradeoffs Among Competitive Set (Functional, Emotional, and Social) • Childhood memories / nostalgia • Taste / level of creaminess / sweetness • Degree of indulgent satisfaction • Portability on the go • Degree of guilt • Acceptability to eat in certain situations • Ability to share in a group setting • Texture/taste • Level of hunger satisfaction/energy • Healthy vs. sweet • Portability on the go • Association with athleticism, productivity, focus
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  • 14. 1. Life event such as moving to a new home, downsizing or upsizing of the current home, or a change in the number of people living in the home. 2. A change in lifestyle, such as hosting more guests, working from home, or having more time to relax at home. 3. An increase in disposable income, which allows for a larger budget for a new sofa. 4. A change in personal taste or style, which causes the current sofa to no longer fit with the desired aesthetic. 5. A change in the physical condition of the current sofa, such as wear and tear, stains, or damage. 6. A change in the functionality of the current sofa, such as a lack of comfort, support, or convertibility. 7. A change in the life stage, such as starting a family, raising children, or empty nesting. 8. A change in the needs of the people living in the home, such as accommodating needs, sleeping needs, or entertainment needs.
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  • 26. "When I have already contracted the flu, help me find products or services that can help me relieve symptoms and recover more quickly, so I can return to my normal routine as soon as possible."
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  • 38. Job Step Variable Functional, Social, and Emotional Needs Speed Accuracy Effort Overall Satisfaction Current Tools/Approaches Determine destination Lack of specific destination information Functional: Need to know the specific location of the destination. Social: Want to appear organized and prepared. Emotional: Want to feel confident in the decision of where to go. Slow Low High Low Google Maps, Google search, word of mouth Determine destination Limited transportation options Functional: Need to know the available transportation options to reach the destination. Social: Want to appear knowledgeable and resourceful. Emotional: Want to feel in control of the situation. Medium Medium Medium Medium Google Maps, public transportation apps, ride- sharing apps Determine destination Unfamiliarity with the area Functional: Need to know the layout and landmarks of the area. Social: Want to appear familiar and confident in the area. Emotional: Want to feel safe and comfortable. Slow Low High Low Google Maps, street view, travel blogs Locate transportation Difficulty finding transportation options Functional: Need to find transportation options quickly and easily. Social: Want to appear efficient and on-time. Emotional: Want to feel in control of the situation. Slow Low High Low Google Maps, public transportation apps, ride- sharing apps Locate transportation Limited information on transportation options Functional: Need to know the details of transportation options (e.g. schedules, routes, prices). Social: Want to appear informed and resourceful. Emotional: Want to feel confident in the decision of which transportation to take. Slow Low High Low Google Maps, public transportation apps, ride- sharing apps Prepare for transportation Difficulty finding parking Functional: Need to find a parking spot quickly and easily. Social: Want to appear efficient and on-time. Emotional: Want to feel in control of the situation. Slow Low High Low Google Maps, parking apps Prepare for transportation Difficulty finding public transportation stop/station Functional: Need to find the nearest public transportation stop/station quickly and easily. Social: Want to appear efficient and on-time. Emotional: Want to feel in control of the situation. Slow Low High Low Google Maps, public transportation apps Prepare for transportation Difficulty finding ride-sharing pick-up location Functional: Need to find the designated ride-sharing pick-up location quickly and easily. Social: Want to appear efficient and on-time. Emotional: Want to feel in control of the situation. Slow Low High Low Google Maps, ride-sharing apps Decide on transportation Uncertainty about transportation arrival/departure times Functional: Need to know the exact arrival/departure times of transportation options. Social: Want to appear informed and resourceful. Emotional: Want to feel confident in the decision of which transportation to take. Medium Medium Medium Medium Google Maps, public transportation apps, ride- sharing apps Decide on transportation Limited budget Functional: Need to find the most cost-effective transportation option. Social: Want to appear financially responsible. Emotional: Want to feel in control of the situation. Medium Medium Medium Medium Google Maps, public transportation apps, ride- sharing apps Execute transportation Difficulty navigating during transportation Functional: Need to know the route and landmarks during transportation. Social: Execute transportation Traffic congestion Functional: To arrive on time and avoid delays. Social: To avoid being perceived as late or unreliable. Emotional: To feel in control and not stressed about being late. Low Low High Low Google Maps, Waze Execute transportation Road closures or detours Functional: To find an alternate route and arrive on time. Social: To avoid being perceived as lost or unprepared. Emotional: To feel in control and not stressed about finding a new route. Low Low High Low Google Maps, Waze Execute transportation Public transportation schedule changes Functional: To adjust travel plans and arrive on time. Social: To avoid being perceived as unorganized or unaware of changes. Emotional: To feel in control and not stressed about unexpected changes. Low Low High Low Google Maps, Transit App Execute transportation Inclement weather Functional: To adjust travel plans and arrive on time. Social: To avoid being perceived as unprepared or irresponsible. Emotional: To feel safe and not stressed about potential hazards. Low Low High Low Google Maps, Weather App Execute transportation Fuel/power level of transportation Functional: To ensure that transportation is fully fueled or charged before departure. Social: To avoid being perceived as unprepared or irresponsible. Emotional: To feel in control and not stressed about potential breakdowns. Low High Low High Google Maps, GasBuddy, PlugShare Monitor transportation Real-time traffic updates Functional: To stay informed of traffic conditions and make adjustments to arrive on time. Social: To avoid being perceived as unaware or out of the loop. Emotional: To feel in control and not stressed about potential delays. High High Low High Google Maps, Waze Monitor transportation Public transportation schedule updates Functional: To stay informed of schedule changes and make adjustments to arrive on time. Social: To avoid being perceived as unaware or out of the loop. Emotional: To feel in control and not stressed about unexpected changes. High High Low High Google Maps, Transit App Monitor transportation Weather updates Functional: To stay informed of weather conditions and make adjustments to arrive on time. Social: To avoid being perceived as unaware or unprepared. Emotional: To feel safe and not stressed about potential hazards. High High Low High Google Maps, Weather App Monitor transportation Fuel/power level of transportation Functional: To stay informed of fuel/power level and make adjustments to arrive on time. Social: To avoid being perceived as unprepared or irresponsible. Emotional: To feel in control and not stressed about potential breakdowns. High High Low High Google Maps, GasBuddy, PlugShare Monitor transportation ETA updates Functional: To stay informed of estimated time of arrival and make adjustments to arrive on time. Social: To avoid being perceived as unaware or out of the loop. Emotional: To feel in control and not stressed about potential delays. High High Low High Google Maps, Waze, Execute transportation Traffic conditions Functional: Need to know current traffic conditions to plan the most efficient route. Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about traffic. Moderate High Low Moderate Google Maps, Waze Execute transportation Road closures Functional: Need to know if any roads on planned route are closed to plan an alternative route. Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about unexpected road closures. Moderate High Low Moderate Google Maps, Waze Execute transportation Accidents Functional: Need to know if there are any accidents on planned route to plan an alternative route. Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about unexpected accidents. Moderate High Low Moderate Google Maps, Waze Execute transportation Gas stations Functional: Need to know location of gas stations along planned route to plan pit stops. Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about running out of gas. Moderate High Low Moderate Google Maps, GasBuddy Execute transportation Rest stops Functional: Need to know location of rest stops along planned route to plan breaks. Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or exhausted from driving without breaks. Moderate High Low Moderate Google Maps, RestArea.info Execute transportation Weather conditions Functional: Need to know current weather conditions to plan appropriate clothing and driving conditions. Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about weather conditions. Moderate High Low Moderate Google Maps, AccuWeather Monitor transportation GPS tracking Functional: Need to track location and progress of transportation to ensure on-time arrival. Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about transportation progress. Moderate High Low Moderate Google Maps, GPS tracking apps Modify transportation Re-route Functional: Need to change planned route due to unexpected circumstances (traffic, road closures, accidents, etc.). Social: Want to avoid being perceived as unprepared or unaware of current conditions. Emotional: Want to feel in control and avoid feeling stressed or anxious about unexpected changes to transportation. Moderate High Moderate Moderate Google Maps, Waze Conclude transportation Confirm arrival Functional: need to confirm my arrival at my destination. Social: want to appear reliable and responsible. Emotional: want to feel a sense of accomplishment and completion. High High Low High Google Maps, Waze, Apple Maps Conclude transportation Review route/transportation Functional: need to review my route and transportation method for future reference. Social: want to appear organized and prepared for future trips. Emotional: want to feel a sense of control and understanding of my transportation options. High High Low High Google Maps, Waze, Apple Maps Conclude transportation Share location/route with others Functional: need to share my location and route with others for safety or coordination purposes. Social: want to appear considerate and responsible. Emotional: want to feel connected and supported by others during my trip. High High Low • • • • • • • •
  • 39. Prototype Mode of Transportation Route Time of Departure A Car Quickest 8:00 AM B Public Transportation Quickest 8:00 AM C Bike Shortest 8:00 AM D Walk Most Scenic 8:00 AM Prototype Arrival Time Time Taken Distance Traveled On-Time Arrival Minimization of Stress/Frustration Confidence in Mode A 9:00 AM 1 hour 10 miles Yes Moderate High B 9:15 AM 1 hour 15 minutes 5 miles No Low Medium C 9:30 AM 1 hour 30 minutes 2 miles No Low Low D 10:00 AM 2 hours 1 mile No High Low
  • 40.