A broad level discussion of optimization.
Difference between optimization
How optimization is just making the things we can control better.
Tools and infrastructure needed for optimization.
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Optimization 12-03-2013
1. Optimization
What’s the #(*#( is “optimization”?
David Oh / david@beachmint.com
@davidyoh
http://www.linkedin.com/in/davidoh
2. What is Optimization?
Methodical improvement in any process using what is
commonly defined as the “scientific process”.
What can be optimized?
– Everything! (it’s called “science” in the real world)
3. How is this different from “growthhacking”
Pat Vlaskovits says growthhacking is "not a mastery of existing
and known marketing channels, SEO, SEM, PPC, viral
marketing etc etc"
"Growth hacking is true innovation in sales and marketing
mediums”
Optimization can be viewed as process in improvement in the
things that are known and are controllable.
http://www.slideshare.net/vlaskovits/growthhacker-live-preso-by-patrick-vlaskovits-pv
4. Optimization is…
What we can do to improve our efforts given the product
we have currently
What we should do every day, every hour, with every
dollar we spend, every hour we devote to refining our
product... While we plan and try for "true" and disruptive
innovation
5. Optimization is…
"I'm convinced that about half of
what separates the successful
entrepreneurs from the nonsuccessful ones is pure
perseverance. It is so hard. You put
so much of your life into this thing.
6. Why of Optimization
... No one has the luxury of knowing if true and disruptive
innovation is going to happen.
– Maybe the product is awesome, but the marketplace sucks, maybe it’s too ahead of its
time, or the company doesn't have the resources to put resources behind this.
And if the marketing execution fails, it might actually ruin a
perfectly good product from succeeding. If marketing spends
too much money on the wrong channels, the company itself
might fail before the product can succeed.
8. Optimization process
Systematic way of improving yield.
Hypothesize something that would make people click on ads, fill out a form, or
pull out their credit cards.
Randomly split people into groups who view a specific version of an ad or a
web page. Use statistics to determine significance of finding.
Draw conclusions. Form a new hypothesis. Repeat.
9. Ready, Aim Fire.
Also known as “science”
Military has various versions too:
10. Ready, Aim, Fire.
As does business textbooks
– PDCA (plan–do–check–act or plan–
do–check–adjust)
As does nursing
13. Tools and instruments needed
Just like calculators, test tubes, telescopes, microscopes, radar,
you’ll need a variety of tools in order to optimize successfully.
– Tracking
– Attribution
– Analytics
– Testing platforms
14. Tracking
When I say it, I mean external tracking– “Where did a user come
from?” and then what happens afterwards on my site?
– Google Analytics, Mixpanel, KISSMetrics, can also all do this
Paid marketing specialized tracking
– CampaignEQ, also has cost measurement
– Doubleclick
– HasOffers
15. Attribution
If a user did X, how do we credit their action (click, purchase), to:
–
–
–
–
Which paid marketing channel?
Which promotional message on the website?
Which social channel
Which email, etc, etc
Attribution = What was the event most responsible for a given
action.
Important for measuring ROI. Last click is standard– but lots of
companies have other attribution models.
16. Analytics
How many clicks? how much time spent on site? How many sales
did I receive? Did the user scroll and click on a bunch of things or
did the user immediately click on the big button that says “Buy”
–
–
–
–
In what time period?
After how much time?
How many did what we wanted them to do?
How many did not?
17. Testing platforms
Testing Platforms - Testing platforms at it's core is fundamentally
an attempt to remove one of the worst confounding variables:
TIME
– Medicine - randomized control trials
Site Optimization
– Unbounce, Optimizely, VisualWebsite Optimizer, Test & Target
Ad/Banner optimization
– Doubleclick, CampaignEQ, Facebook ads, Google Adwords, etc etc
Email optimization
– Sailthru, Responsys, Mailchimp, Etc
19. Stratagems
Instrument (Tracking), Prepare, Gather Information (Analytics),
Develop a Plan
Start at the area of greatest activity and potential opportunity
– Homepage
– Any registration walls, or payment walls (carts)
Divide and Conquer. Segment.
20. Types of Tests
Maximizing Local Maxima
– Singlevariate – Good for precise education on what variables improve
pefformance -
Try to find a bigger Global Maxima: Don’t always test trivially
– Good for improving yield rapidly, at a greater risk of reduced performance,
and reduced knowledge of which single variable
http://www.smashingmagazine.com/2010/08/26/in-defense-of-a-b-testing/
21. Some things to test
Different pictures and colors on ads and landing pages.
Different style of buttons.
Different “call to action”
– Click here now!, Join for FREE, Click and we will give you a backrub,
Lose weight NOW!
A different catch-phrase.
Amount of forms to fill out.
Reducing number of pages.
24. Segmentation
Split people up into ever and more specific
demographics such as gender, age, or where
they are located, or what they may have
purchased before.
Airlines, Amazon, Dating Services, Harry
Potter
Use automated systems and algorithms to
move towards the most optimal pricing for
different people.
–
–
–
–
–
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Whether they come from Google, Facebook.
If they like listening to country music.
If they drive a certain car.
If they have a certain degree.
If they are looking for a Roomba.
If they live in a prestigious zip-code like 90210