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@OptimiseOrDie
WAW
London Jan
2016
โ€ข UX and Analytics (1999)
โ€ข User Centred Iterative Design (2001)
โ€ข Agile, Startups, No budget (2003)
โ€ข Funnel optimisation (2004)
โ€ข Form analytics (2004)
โ€ข Multivariate & A/B testing (2005)
โ€ข Conversion Optimisation (2005)
โ€ข Persuasive Copywriting (2006)
โ€ข Lean UX (2008)
โ€ข Holistic Optimisation (2009)
โ€ข Psychology and Conversion (2010)
โ€ข Velocity & Scaling testing (2011)
โ€ข Optimisation Mentoring / Workshops
(2013)
My Timeline
@OptimiseOrDie
Ruuhijarvi
@OptimiseOrDie
1. What are these tools weโ€™re talking about?
2. What stuff do they do?
3. What do optimisers find most useful?
4. Summary
Sep 2015, Ruuhijarvi
What are these tools
weโ€™re talking about?
@OptimiseOrDie
@OptimiseOrDie
1. What are these tools?
Naming these tools is quite hard!
What are the characteristics?
โ€ข Session recordings (all of them)
โ€ข Attention / Click / Scroll maps (all)
โ€ข Polls, Surveys, Feedback (VOC) (most)
โ€ข Funnel or segmentation tools (some)
โ€ข Form Analytics (some)
@OptimiseOrDie
1. Who should you consider?
โ€ข Helping you find out WHY!
Decibel Insight www.decibelinsight.com
Hotjar www.hotjar.com
Inspectlet www.inspectlet.com
SessionCam www.sessioncam.com
Clicktale www.clicktale.com
Mouseflow www.mouseflow.com
Ghostrec www.ghostrec.com
Yandex WebVisor (free) metrica.yandex.com/promo/webvisor
@OptimiseOrDie
4. If you have 4 hours
PLUS
โ€ข Snap interviews (Sales, Customer Services, Tech Support)
โ€ข Run a quick poll or survey (See my tools slides)
Less
Bullshit!
What stuff do they do?
@OptimiseOrDie
@OptimiseOrDie
1. Change Growth Trajectory1. Session Recording โ€“ what?
PROS
โ€ข Video recordings of people using the site
โ€ข Vital to โ€˜seeโ€™ a qualitative layer with data
โ€ข Spot form problems, annoyance, friction,
validation issues, errors, repetitive or
confused behaviour.
โ€ข Push code live, watch people interacting in
near realtime. Fix stuff โ€“ very lean!
CONS
โ€ข NOT a substitute for form analytics
โ€ข Hard to โ€˜viewโ€™ thousands of recordings
โ€ข Will hit site performance!
โ€ข Itโ€™s always an abstraction of reality*
@OptimiseOrDie
1. Change Growth Trajectory1. Session Recording โ€“ tips?
โ€ข Record only when you need to
โ€ข Use it tactically โ€“ turn on for the landing page, collect 300
recordings, run them at high speed, crunch in an afternoon
โ€ข Recording all users is fine, as long as you accept the drag on
experiences (especially on mobile)
โ€ข Use the GA DOM timings report to check the hit (ask me)
โ€ข Ensure that the tool records not just mouse but touch, swipe,
zoom layer and the right device groups.
โ€ข Filtering is vital โ€“ if you have shite filtering of session
recordings, itโ€™s now a shite tool vomiting data.
โ€ข JavaScript errors/browser & device problems โ€“ use these tools
to mine for large bugs in your device experiences.
@OptimiseOrDie
1. Change Growth Trajectory1. Session Recording
1. An Opportunity? Modelling!
22%
65%
13%
92%
6%
2%
65%
34%
61%
37%
2%
100%
@OptimiseOrDie
1. Examples
โ€ข US Underwear Brand x.xM per month, 2 bugs
โ€ข European Travel site x.xM per month, 13 bugs
โ€ข UK Mobile Telco x.xM per month, 3 bugs
โ€ข Travel Aggregator x.xM per month, 5 bugs
โ€ข Gambling / Event site x.xM per month, 11 bugs
โ€ข Total developer time to fix ALL of these = < 5 days!
โ€ข At a cost of ยฃ8000 to find and fix, the ROI was 91,150%
โ€ข In many cases, savings larger than the ENTIRE IT budget
Browser Checks www.crossbrowsertesting.com
www.browserstack.com
www.spoon.net
www.saucelabs.com
Mobile & Tablet www.appthwack.com
www.deviceanywhere.com
www.opendevicelab.com
Article & Info bit.ly/devicetesting
1. Here is our ยฃ84 Million testing rig!
@OptimiseOrDie
2. Heat, Scroll and Click Maps
โ€ข All these session recording tools also have heat/click/scroll maps
โ€ข How far do people read down this page? What do they click on? Where did they interact?
@OptimiseOrDie
1. Change Growth Trajectory2. Scroll maps โ€“ what?
PROS
โ€ข See how far people scroll down a page
โ€ข Can be used with analytics data to analyse and
optimise read/scrolling behaviour, particularly on
long form pages.
โ€ข Helps spot where you have fold issues with the
line landing on white or solid colour space (users
donโ€™t see cues to scroll)
CONS
โ€ข Biased if people see different grid layouts
โ€ข Needs filtering/segments to bring out power
@OptimiseOrDie
1. Change Growth Trajectory2. Scroll maps โ€“ tips?
โ€ข Split by device experience category (mobile, tablet, desktop)
โ€ข Make sure you can split by viewport or resolution (or at
least design breakpoint)
โ€ข If you can integrate your own segmentation, this makes it a
really good tool โ€“ see โ€˜high spending customersโ€™ segment,
for example.
โ€ข Useful for optimising the bottlenecks and flow problems
sometimes introduced into long page designs.
โ€ข Allows you to focus optimisation on actually where the
eyeball attention is!
@OptimiseOrDie
1. Change Growth Trajectory2. Click maps โ€“ what?
PROS
โ€ข Helps you see where people click (that is NOT
ACTUALLY clickable)
โ€ข See broad brush visual representation of data
you can also get from analytics
CONS
โ€ข I find using analytics event tracking to be
easier to get what I want. Looks nice though!
@OptimiseOrDie
1. Change Growth Trajectory2. Click maps โ€“ tips?
โ€ข Look for non clickable areas with high volumes of clicks
โ€ข Sort it out!
@OptimiseOrDie
1. Change Growth Trajectory2. Heat / Attention maps โ€“ what?
PROS
โ€ข Models where attention is being given on a
page, by deducing this from mouse
movements.
โ€ข Yes โ€“ there is a correlation between mouse
movement and eye gaze (but not big).
CONS
โ€ข There is also a correlation with frustrated
behaviour (wheeling, meerkatting,
dogshaking)
โ€ข Interesting but not as useful as the other two,
IMHO
@OptimiseOrDie
1. Change Growth Trajectory2. Heat / Attention maps โ€“ tips?
โ€ข Look for non clickable areas with high volumes of clicks
โ€ข Sort it out!
โ€ข One of the most useful yet undervalued parts
of these tools!
โ€ข Insider tip!
โ€ข If you donโ€™t know what to do with this
page/process/step/widget/badly designed
piece of crap โ€“ why not ASK SOMEONE!
โ€ข Polls are one of the easiest ways to remove
bullshit from your organisation.
โ€ข Surveys often turn into a bunfight over how
many useless questions you can add (thatโ€™s a
whole presentation in itself)
โ€ข Snap polls (landing pages, triggers) โ€“ are really
bloody useful.
โ€ข Open ended questions can yield some
surprising stuff
3. VOC / Polls / Surveys โ€“ what?
โ€ข Task Gap Survey (above)
โ€ข General site feedback
โ€ข Funnel Abandonment Survey
โ€ข Site Exit Survey
โ€ข NPS and Customer satisfaction
โ€ข Landing Page Polls
3. VOC / Polls / Surveys โ€“ types
Based on
todayโ€™s visit,
how would you
rate your site
experience
overall?
Were you able
to complete
the purpose of
your visit
today?
If NO, why
were you not
able to?
If YES, what
did you value
most about
the website?
Thank You Page survey
โ€œThank you!
Was there one thing that nearly
stopped you from purchasing a flight
today?โ€
โ€ข If you have integration with Google Analytics (or
another package), tick!
โ€ข If it integrates with your AB testing tool, tick!
โ€ข If it has decent segmentation capabilities, tick!
โ€ข Ask what methods the tool supports (poll overlay,
inpage, survey, exit survey, inline questions etc.)
โ€ข Talk to customers whoโ€™ve actually used this part
of the tool
โ€ข Check out my list of qualitative tools at the end of
this deck.
โ€ข Try usabilityhub.com
โ€ข Follow @Contentverve
3. VOC / Polls / Surveys โ€“ tips?
@OptimiseOrDie
1. Change Growth Trajectory3. Competitive Advantage
โ€ข When hacking the growth of LOVEFiLM (now Amazon)
โ€ข Regular competitor surveys โ€“ we LOVED this!
โ€ข Survey your OWN customers AND competitors
โ€ข We got a quarterly sample of 1000 surveys from each brand
โ€ข NPS data collected as well as Service Metric Ratings
โ€ข Allowed us to know where competitors were weak
Speed of Email response Question Answered first time
โ€ข Here is one example
โ€ข Spend where it will shift delight
โ€ข Spend where competitors are weak
โ€ข Stop spending where it doesnโ€™t
make a difference
โ€ข Prioritise based on ROI
4. Funnel and Journey Optimisation
โ€ข Some of these tools have very nifty
funnel optimisation capabilities.
โ€ข Too much to cover here, but always
weigh up whether you want to add
meal to your salt (or salt to your
meal).
โ€ข Iโ€™d rather have the tool data in Google
Analytics, to do my analysis there
(using flow reports, ring models,
horizontal funnels, step drops)
โ€ข The data layer collected in your tool
may not be as rich as your analytics
(or collected in the same way) so
decide where you want to integrate!
@OptimiseOrDie
5. Form Analytics
โ€ข Where do people pause?
โ€ข What fields or form areas cause
people to abandon you?
โ€ข What errors make them leave?
โ€ข Youโ€™d notice this on a phonecall,
so why not the website?
โ€ข Absolutely vital for maximising
yield of your forms
โ€ข Prioritise your effort around
where the leaks are, not the
whole product!
โ€œThis is so we can call you in case thereโ€™s a
problem delivering your order.โ€
What do optimisers find
most useful?
@OptimiseOrDie
@OptimiseOrDie
1. What do optimisers find most useful?
1. High fidelity recordings, segmentable, filterable
2. Tactical insights before optimisation โ€“ inspecting small
areas, template groups, funnel steps
3. Polls โ€“ too few people use VOC for instant, lightweight
feedback โ€“ it cuts stupid effort. Bullshit in the office?
โ€œAsk a Customerโ€ is the cry!
4. Form analytics โ€“ underutilised and yet rich in money
5. Validation and submission errors in forms can be one of
the largest drivers of abandonment.
6. Device experiences = Money
Summary
@OptimiseOrDie
@OptimiseOrDie
Summary
โ€œWho cares if your conversion rate is 5%.
You need to care about why the 95% donโ€™t
buy and invest huge effort in understanding
- WHY?โ€
@OptimiseOrDie
32
WEโ€™RE ALL WINGING
IT
Guessaholics Anonymous
@OptimiseOrDie
Summary
โ€œThe greatest enemy of knowledge is
not ignorance, it is the illusion of
knowledge.โ€
Stephen Hawking
@OptimiseOrDie
Email me sullivac@gmail.com
Slides Will be mailed to you!
LinkedIn linkd.in/pvrg14
Mentoring Teams/People - ask!
Som, feedback
Crowdsourcing Tools:
Usertesting (P/S)* www.usertesting.com
Userlytics (P/S) www.userlytics.com
Userzoom (S) www.userzoom.com
What Users Do (P) www.whatusersdo.com
Loop11 (S) www.loop11.com
Open Hallway (S) www.openhallway.com
Ethnio (For Recruiting) www.ethnio.com
Feedback on Creatives:
Usability Hub www.usabilityhub.com
Five second test www.fivesecondtest.com
Pidoco www.pidoco.com
Usabilla www.usabilla.com
Conceptshare www.conceptshare.com
* P = Panel, S=Site
38
12. Crowdsource your Research!

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Web Analytics Wednesday - Session Replay Tools are Vital

  • 2. โ€ข UX and Analytics (1999) โ€ข User Centred Iterative Design (2001) โ€ข Agile, Startups, No budget (2003) โ€ข Funnel optimisation (2004) โ€ข Form analytics (2004) โ€ข Multivariate & A/B testing (2005) โ€ข Conversion Optimisation (2005) โ€ข Persuasive Copywriting (2006) โ€ข Lean UX (2008) โ€ข Holistic Optimisation (2009) โ€ข Psychology and Conversion (2010) โ€ข Velocity & Scaling testing (2011) โ€ข Optimisation Mentoring / Workshops (2013) My Timeline @OptimiseOrDie Ruuhijarvi
  • 3. @OptimiseOrDie 1. What are these tools weโ€™re talking about? 2. What stuff do they do? 3. What do optimisers find most useful? 4. Summary Sep 2015, Ruuhijarvi
  • 4. What are these tools weโ€™re talking about? @OptimiseOrDie
  • 5. @OptimiseOrDie 1. What are these tools? Naming these tools is quite hard! What are the characteristics? โ€ข Session recordings (all of them) โ€ข Attention / Click / Scroll maps (all) โ€ข Polls, Surveys, Feedback (VOC) (most) โ€ข Funnel or segmentation tools (some) โ€ข Form Analytics (some)
  • 6. @OptimiseOrDie 1. Who should you consider? โ€ข Helping you find out WHY! Decibel Insight www.decibelinsight.com Hotjar www.hotjar.com Inspectlet www.inspectlet.com SessionCam www.sessioncam.com Clicktale www.clicktale.com Mouseflow www.mouseflow.com Ghostrec www.ghostrec.com Yandex WebVisor (free) metrica.yandex.com/promo/webvisor
  • 7. @OptimiseOrDie 4. If you have 4 hours PLUS โ€ข Snap interviews (Sales, Customer Services, Tech Support) โ€ข Run a quick poll or survey (See my tools slides) Less Bullshit!
  • 8. What stuff do they do? @OptimiseOrDie
  • 9. @OptimiseOrDie 1. Change Growth Trajectory1. Session Recording โ€“ what? PROS โ€ข Video recordings of people using the site โ€ข Vital to โ€˜seeโ€™ a qualitative layer with data โ€ข Spot form problems, annoyance, friction, validation issues, errors, repetitive or confused behaviour. โ€ข Push code live, watch people interacting in near realtime. Fix stuff โ€“ very lean! CONS โ€ข NOT a substitute for form analytics โ€ข Hard to โ€˜viewโ€™ thousands of recordings โ€ข Will hit site performance! โ€ข Itโ€™s always an abstraction of reality*
  • 10. @OptimiseOrDie 1. Change Growth Trajectory1. Session Recording โ€“ tips? โ€ข Record only when you need to โ€ข Use it tactically โ€“ turn on for the landing page, collect 300 recordings, run them at high speed, crunch in an afternoon โ€ข Recording all users is fine, as long as you accept the drag on experiences (especially on mobile) โ€ข Use the GA DOM timings report to check the hit (ask me) โ€ข Ensure that the tool records not just mouse but touch, swipe, zoom layer and the right device groups. โ€ข Filtering is vital โ€“ if you have shite filtering of session recordings, itโ€™s now a shite tool vomiting data. โ€ข JavaScript errors/browser & device problems โ€“ use these tools to mine for large bugs in your device experiences.
  • 11. @OptimiseOrDie 1. Change Growth Trajectory1. Session Recording
  • 12. 1. An Opportunity? Modelling! 22% 65% 13% 92% 6% 2% 65% 34% 61% 37% 2% 100%
  • 13. @OptimiseOrDie 1. Examples โ€ข US Underwear Brand x.xM per month, 2 bugs โ€ข European Travel site x.xM per month, 13 bugs โ€ข UK Mobile Telco x.xM per month, 3 bugs โ€ข Travel Aggregator x.xM per month, 5 bugs โ€ข Gambling / Event site x.xM per month, 11 bugs โ€ข Total developer time to fix ALL of these = < 5 days! โ€ข At a cost of ยฃ8000 to find and fix, the ROI was 91,150% โ€ข In many cases, savings larger than the ENTIRE IT budget
  • 14. Browser Checks www.crossbrowsertesting.com www.browserstack.com www.spoon.net www.saucelabs.com Mobile & Tablet www.appthwack.com www.deviceanywhere.com www.opendevicelab.com Article & Info bit.ly/devicetesting 1. Here is our ยฃ84 Million testing rig!
  • 15. @OptimiseOrDie 2. Heat, Scroll and Click Maps โ€ข All these session recording tools also have heat/click/scroll maps โ€ข How far do people read down this page? What do they click on? Where did they interact?
  • 16. @OptimiseOrDie 1. Change Growth Trajectory2. Scroll maps โ€“ what? PROS โ€ข See how far people scroll down a page โ€ข Can be used with analytics data to analyse and optimise read/scrolling behaviour, particularly on long form pages. โ€ข Helps spot where you have fold issues with the line landing on white or solid colour space (users donโ€™t see cues to scroll) CONS โ€ข Biased if people see different grid layouts โ€ข Needs filtering/segments to bring out power
  • 17. @OptimiseOrDie 1. Change Growth Trajectory2. Scroll maps โ€“ tips? โ€ข Split by device experience category (mobile, tablet, desktop) โ€ข Make sure you can split by viewport or resolution (or at least design breakpoint) โ€ข If you can integrate your own segmentation, this makes it a really good tool โ€“ see โ€˜high spending customersโ€™ segment, for example. โ€ข Useful for optimising the bottlenecks and flow problems sometimes introduced into long page designs. โ€ข Allows you to focus optimisation on actually where the eyeball attention is!
  • 18. @OptimiseOrDie 1. Change Growth Trajectory2. Click maps โ€“ what? PROS โ€ข Helps you see where people click (that is NOT ACTUALLY clickable) โ€ข See broad brush visual representation of data you can also get from analytics CONS โ€ข I find using analytics event tracking to be easier to get what I want. Looks nice though!
  • 19. @OptimiseOrDie 1. Change Growth Trajectory2. Click maps โ€“ tips? โ€ข Look for non clickable areas with high volumes of clicks โ€ข Sort it out!
  • 20. @OptimiseOrDie 1. Change Growth Trajectory2. Heat / Attention maps โ€“ what? PROS โ€ข Models where attention is being given on a page, by deducing this from mouse movements. โ€ข Yes โ€“ there is a correlation between mouse movement and eye gaze (but not big). CONS โ€ข There is also a correlation with frustrated behaviour (wheeling, meerkatting, dogshaking) โ€ข Interesting but not as useful as the other two, IMHO
  • 21. @OptimiseOrDie 1. Change Growth Trajectory2. Heat / Attention maps โ€“ tips? โ€ข Look for non clickable areas with high volumes of clicks โ€ข Sort it out!
  • 22. โ€ข One of the most useful yet undervalued parts of these tools! โ€ข Insider tip! โ€ข If you donโ€™t know what to do with this page/process/step/widget/badly designed piece of crap โ€“ why not ASK SOMEONE! โ€ข Polls are one of the easiest ways to remove bullshit from your organisation. โ€ข Surveys often turn into a bunfight over how many useless questions you can add (thatโ€™s a whole presentation in itself) โ€ข Snap polls (landing pages, triggers) โ€“ are really bloody useful. โ€ข Open ended questions can yield some surprising stuff 3. VOC / Polls / Surveys โ€“ what?
  • 23. โ€ข Task Gap Survey (above) โ€ข General site feedback โ€ข Funnel Abandonment Survey โ€ข Site Exit Survey โ€ข NPS and Customer satisfaction โ€ข Landing Page Polls 3. VOC / Polls / Surveys โ€“ types Based on todayโ€™s visit, how would you rate your site experience overall? Were you able to complete the purpose of your visit today? If NO, why were you not able to? If YES, what did you value most about the website? Thank You Page survey โ€œThank you! Was there one thing that nearly stopped you from purchasing a flight today?โ€
  • 24. โ€ข If you have integration with Google Analytics (or another package), tick! โ€ข If it integrates with your AB testing tool, tick! โ€ข If it has decent segmentation capabilities, tick! โ€ข Ask what methods the tool supports (poll overlay, inpage, survey, exit survey, inline questions etc.) โ€ข Talk to customers whoโ€™ve actually used this part of the tool โ€ข Check out my list of qualitative tools at the end of this deck. โ€ข Try usabilityhub.com โ€ข Follow @Contentverve 3. VOC / Polls / Surveys โ€“ tips?
  • 25. @OptimiseOrDie 1. Change Growth Trajectory3. Competitive Advantage โ€ข When hacking the growth of LOVEFiLM (now Amazon) โ€ข Regular competitor surveys โ€“ we LOVED this! โ€ข Survey your OWN customers AND competitors โ€ข We got a quarterly sample of 1000 surveys from each brand โ€ข NPS data collected as well as Service Metric Ratings โ€ข Allowed us to know where competitors were weak Speed of Email response Question Answered first time โ€ข Here is one example โ€ข Spend where it will shift delight โ€ข Spend where competitors are weak โ€ข Stop spending where it doesnโ€™t make a difference โ€ข Prioritise based on ROI
  • 26. 4. Funnel and Journey Optimisation โ€ข Some of these tools have very nifty funnel optimisation capabilities. โ€ข Too much to cover here, but always weigh up whether you want to add meal to your salt (or salt to your meal). โ€ข Iโ€™d rather have the tool data in Google Analytics, to do my analysis there (using flow reports, ring models, horizontal funnels, step drops) โ€ข The data layer collected in your tool may not be as rich as your analytics (or collected in the same way) so decide where you want to integrate!
  • 27. @OptimiseOrDie 5. Form Analytics โ€ข Where do people pause? โ€ข What fields or form areas cause people to abandon you? โ€ข What errors make them leave? โ€ข Youโ€™d notice this on a phonecall, so why not the website? โ€ข Absolutely vital for maximising yield of your forms โ€ข Prioritise your effort around where the leaks are, not the whole product! โ€œThis is so we can call you in case thereโ€™s a problem delivering your order.โ€
  • 28. What do optimisers find most useful? @OptimiseOrDie
  • 29. @OptimiseOrDie 1. What do optimisers find most useful? 1. High fidelity recordings, segmentable, filterable 2. Tactical insights before optimisation โ€“ inspecting small areas, template groups, funnel steps 3. Polls โ€“ too few people use VOC for instant, lightweight feedback โ€“ it cuts stupid effort. Bullshit in the office? โ€œAsk a Customerโ€ is the cry! 4. Form analytics โ€“ underutilised and yet rich in money 5. Validation and submission errors in forms can be one of the largest drivers of abandonment. 6. Device experiences = Money
  • 31. @OptimiseOrDie Summary โ€œWho cares if your conversion rate is 5%. You need to care about why the 95% donโ€™t buy and invest huge effort in understanding - WHY?โ€ @OptimiseOrDie
  • 32. 32
  • 33.
  • 36. @OptimiseOrDie Summary โ€œThe greatest enemy of knowledge is not ignorance, it is the illusion of knowledge.โ€ Stephen Hawking
  • 37. @OptimiseOrDie Email me sullivac@gmail.com Slides Will be mailed to you! LinkedIn linkd.in/pvrg14 Mentoring Teams/People - ask!
  • 38. Som, feedback Crowdsourcing Tools: Usertesting (P/S)* www.usertesting.com Userlytics (P/S) www.userlytics.com Userzoom (S) www.userzoom.com What Users Do (P) www.whatusersdo.com Loop11 (S) www.loop11.com Open Hallway (S) www.openhallway.com Ethnio (For Recruiting) www.ethnio.com Feedback on Creatives: Usability Hub www.usabilityhub.com Five second test www.fivesecondtest.com Pidoco www.pidoco.com Usabilla www.usabilla.com Conceptshare www.conceptshare.com * P = Panel, S=Site 38 12. Crowdsource your Research!

Editor's Notes

  1. Iโ€™ve been working on this presentation and thinking about it for over two months now. And this is one of the first graphs I wanted to include, because it represents the hype cycle in AB testing. This is what a lot of companies go through with new technology adoption, so I wanted to show you what the AB testing hype cycle would look like [CLICK]
  2. Iโ€™ve been working on this presentation and thinking about it for over two months now. And this is one of the first graphs I wanted to include, because it represents the hype cycle in AB testing. This is what a lot of companies go through with new technology adoption, so I wanted to show you what the AB testing hype cycle would look like [CLICK]
  3. Iโ€™ve been working on this presentation and thinking about it for over two months now. And this is one of the first graphs I wanted to include, because it represents the hype cycle in AB testing. This is what a lot of companies go through with new technology adoption, so I wanted to show you what the AB testing hype cycle would look like [CLICK]
  4. I once explained to my daughter โ€“ you know, when adults like look really in control and making decisions and appearing not to suffer from indecision? Donโ€™t believe it for a minute โ€“ weโ€™re just better at winging it cause weโ€™re older. And this is the huge hole thatโ€™s gnawing at the hear of many digital operations. The inability to understand what you can and canโ€™t be confident about โ€“ but nobody wants to admit theyโ€™re guessing a lot of the time.
  5. Hopefully now youโ€™ve joined Guessaholics Anonymous from today, you can move on to a data driven and more productive future. Enjoy less wastage in your products, greater efficiency in marketing spend and grow faster than you imagined. All it takes is a bit of love of your customers, your business and some solid ground rules.
  6. Iโ€™ve been working on this presentation and thinking about it for over two months now. And this is one of the first graphs I wanted to include, because it represents the hype cycle in AB testing. This is what a lot of companies go through with new technology adoption, so I wanted to show you what the AB testing hype cycle would look like [CLICK]