[mix 2016] 數據導向行動產品成長 / 羅荷傑 yahoo! 亞太區策略暨業務營運部...
TRANSCRIPT
Mobi le ana ly t i cs and da ta -d r i ven p roduc t g rowth
Prepared by Roger Lo, APAC Strategy & Business Operations
1 Yahoo Confidential & Proprietary
Briefly about myself
2 Yahoo Confidential & Proprietary
Associate Manager, APAC Strategy & BizOps • Yahoo Mobile Developer Suite Go-To-Market strategy • Mobile product growth strategy
Summer Analyst, Global Sales and Operations Hyderabad office, India
KKR/ Goldman Sachs backed predictive analytics firm Associate, Business Development & Sales Greater China region
Board member, AppUniverz
Co-Founder
Global Shaper, Taipei Hub
Mobile ecosystem and supporting tools
5 Yahoo Confidential & Proprietary
Source: Flurry team consolidate
Illustrate
The first “Designed for Mobile” and “Free” analytics platform since 2008
6 Yahoo Confidential & Proprietary
Flurry at a glance
Activity from an
average of 7 apps per device
800,000+ apps /
250,000+ developers 2.1 billion
devices per month
Mobile analytics tools landscape
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Analytics tools usage - iOS
Analytics tools usage - Android
Flurry Analytics Google Analytics
Crashlytics Localytics comScore Mixpanel AppsFlyer
Google Analytics Flurry Analytics
Umeng Crashlytics Localytics Mixpanel comScore
Source: Venturebeat
Analytics 101 – 3 key building blocks
9 Yahoo Confidential & Proprietary
Know the data Identify your Most valuable users Measure success
Analytics 101 – 3 key building blocks
10 Yahoo Confidential & Proprietary
Know the data Identify your Most valuable users Measure success
https://developer.yahoo.com/flurry/docs/analytics/
A simple chart to describe the product optimization
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App
Flurry
( )
App
Illustrate
A simple chart to describe the product optimization
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App
Flurry
( )
App
Flurry SDK
Illustrate
What are the basic metrics you can/should track?
@FlurryMobile
• Users are identified by unique device IDs • A new mobile user is a user that launches the app for the first time
New mobile users
• A session is one use of the application by a user • In Flurry, you can measure median and average session length for
your users, as well as the total amount of time spent in your app Sessions
• An active user is defined as a user that has had a session with your application during a specified time period
• Available in daily, weekly, or monthly view, as well as Time of Day
Active mobile users
• A retained user in Flurry is defined as a user that has had at least one session with your application in the past seven days.
• Flurry also reports on user churn
Retained users
A simple chart to describe the product optimization
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App
Flurry
( )
App
Flurry SDK (Event)
Illustrate
Go Beyond Page Views with Event Tracking
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Tracking events in Flurry allows you to measure precise behavior that is specific to your app and enables you to know when a user:
ü Makes a purchase ü Completes a level ü Shares on Facebook ü Listens to a song ü Searches for content ü Makes a phone call from a number within the app ü Takes any action you have instrumented in your app
Get Specific Answers About Users with Event Parameters
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Use events to track behaviors that matter › Events track specific actions and durations to
reveal how users interact with your app › Events form the building blocks of funnels and
segments
Answer important product development questions:
› How did the change in merchandise, content or gameplay impact time spent?
› Did the latest change improve retention? › How should I organize my shopping cart
check-out process to maximize conversions? › What features of my app should be included on
the home screen?
Parameters can be exact values, ranges of values, or user-defined
EVENT (NASHVILLE)
PARAMETER (EPISODE)
VALUE (1)
VALUE (2)
PARAMETER (DURATION)
VALUE (15)
VALUE (30)
SDK App(Event)
App :
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App Store
Flurry
(DAU)
App
SDK
SDK(Event)
(Event
Report)
Illustrate
Make your product decision based on data
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App
1.
2.
3.
4.
5.
6.
1. 10%
2. 2%
3.
5%
1. ” ”
2.
3.
Illustrate
LIVEhouse.in Flurry
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1. 2.
Flurry (Event Reporting) App
LIVEhouse.in (7)
Pre Post
Parking Frenzy 2.0 Over 20 million downloads on Android & iOS. Games2win’s No. 1 app Parking Frenzy brings to you the ultimate drive ‘n’ park experience.
CASE STUDY - Game2Win
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“The goal was to identify user segments which help us boost content consumption and eventually the retention of the game. With Flurry Explorer, we found that users who bought cars gave us 2x more retention.”
Parking Frenzy 2.0
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“Initially, the car store was hidden inside the store which was 2 clicks away from the home page. In the current version, we have brought the car store on to be only one click away from the home page.”
Before
After
Two clicks to reach a purchase screen featuring a single car
Single click to reach a purchase screen featuring a multiple cars
Parking Frenzy 2.0
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“This change helped us boost car consumption by 3.26x.”
GOALS KPIs EVENTS
Boost content consumption
Users purchasing cars Buy Monster Truck
Parking Frenzy 2.0
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Game Your Video
Game Your Video is an award-winning movie maker on iOS
platforms. It entitled the "Macworld Best of Show 2012 &
App Store Best of 2012"
Tech Crunch - "Aims to make mobile video editing as simple
as possible."
CASE STUDY
“Flurry has been an integral part of decoding data for us regarding our mobile apps. Game Your Video has extensively used Flurry metrics to evaluate the various features
and attributes of the app ( a video editing app) and determine specific changes and tweaking to the UI of the app in its present avatar.”
Game Your Video
Current Future
Most of these changes have been possible due to the insights that Flurry metrics has provided to us
Analytics 101 – 3 key building blocks
26 Yahoo Confidential & Proprietary
Know the data Identify your most valuable users Measure success
https://developer.yahoo.com/flurry/docs/analytics/
How to identify and acquire most valuable users?
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• Use segments to identify cohorts of valuable users
• Understand personas (audience segments) in your app
How to identify and acquire most valuable users?
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• Use segments to identify cohorts of valuable users
• Understand personas (audience segments) in your app
Answer Deeper Questions with Flexible User Segments
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§ Flurry can create any custom segment you can imagine. Any event you can track can be used to define a segment. › Paying vs. non-paying consumers › Casual vs. power users › Men vs. women
§ View all your mobile usage metrics by any segment you create.
§ Apply user segmentation to: › Plan user acquisition campaigns › Package your audience to attract advertisers › Determine the ROI of your marketing spend
!!
" #
$%
!
CWMoney Flurry
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1. 2.
Flurry (Segment)70%
CWMoney
5% CWMoneyFlurry
How to identify and acquire most valuable users?
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• Use segments to identify cohorts of valuable users
• Understand personas (audience segments) in your app
Flurry Personas Use Real App Usage to Qualify Users
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1. Identify business travelers based on what apps they use
2. Qualify only recent, heavy users
4. Update membership bi-weekly
EXAMPLE: Business Travelers
• Flight Booking
• Business Management
• Taxi
• Dining Reservations
3. Create Business Traveler Persona
Choose From A Comprehensive List of Personas
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BUSINESS Real Estate Followers Business Professionals Personal Finance Geeks Small Business Owners ENTERTAINMENT American Football Fans Bookworms Card Game Players Casino Gamers Casual & Social Gamers Casual Simulation Gamers Hardcore/Midcore Gamers Movie Lovers Music Lovers News & Magazine Readers Slots Players Sports Fans TV Lovers
LIFESTYLE Auto Enthusiasts Avid Runners Cat Lovers Dog Lovers Engineering Enthusiasts Entertainment Enthusiasts Extreme Sports Enthusiasts Fashionistas Food & Dining Lovers Health & Fitness Enthusiasts Home & Garden Pros Home Design Enthusiasts Mobile Payment Makers Moms New Moms Outdoor Lifestyle Enthusiasts Parenting & Education Pet Owners Photo & Video Enthusiasts
Singles Social Influencers Spanish Speakers Tech & Gadget Enthusiasts PLATFORM Android Users iOS Users SHOPPING Catalog Shoppers Flight Intenders In-market Auto-intenders Primary Grocery Shoppers Value Shoppers TRAVEL Business Travelers Leisure Travelers
Analytics 101 – 3 key building blocks
34 Yahoo Confidential & Proprietary
Know the data Identify your Most valuable users Measure success
https://developer.yahoo.com/flurry/docs/analytics/
Measure your success in 3 dimensions
35 Yahoo Confidential & Proprietary
§ Are you able to optimize user acquisition spend? § Are users converting along the key paths in your app? § Are users retained?
Are you able to optimize user acquisition spend?
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§ Flurry User Acquisition Analytics enables you to measure the quality of acquired users based on how they engage with your app, their demographics and whether they eventually spend money
§ Cut all your mobile data such as retention, session length, age, and gender by channels and campaigns
§ Understand which channels deliver your best customers § Build the best possible audience for your app as efficiently as possible
Define user quality your way - by engagement, demo, monetization and more
Measure your success in 3 dimensions
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§ Are you able to optimize user acquisition spend? § Are users converting along the key paths in your app? § Are users retained?
Activate – Usage & Events Are users converting along the key paths in your app?
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75% 35% 20% 17%
§ Create funnels based on events specific to your app § Flurry calculates results for both historical data as well as data moving
forward § Funnels can be filtered by user segments, app versions, and specific
times to gain more precise insight
VIEW MENU SERVED
SELECT HOTEL CLICKED
ENTER PAYMENT CONFIRMED
HOTEL CONFIRMED CONFIRMED
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Activate – Usage & Events Are users converting along the key paths in your app?
PicCollage Flurry Analytics
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1. 2.
Flurry Funnel AnalysisPicCollage
iOS/Android
PicCollage
Pre Post
Measure your success in 3 dimensions
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§ Are you able to optimize user acquisition spend? § Are users converting along the key paths in your app? § Are users retained?
Retention Are users retained?
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§ Flurry retention metrics include Return Rate (e.g, static retention), Rolling Retention, and Recent Users
§ The Return Rate chart above includes a heat map to compare by install date cohort
Compare return rate by months since install
Whoscall Flurry Analytics Retention
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1. 2.
Flurry (Event Reporting) Whoscall
WhoscallApp
Whoscall (Retention)
(Rolling Retention)
App
Use Crash Analytics to Improve Customer Satisfaction
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§ Flurry Crash Analytics tracks errors and crashes by device, app version, firmware, and time.
§ View full stack traces to gain insight into specific lines of code causing crashes and errors, even if your stack traces are de-symbolicated › Flurry partners with Plausible Labs to provide Instant Symbolication for iOS apps
48 Yahoo Confidential & Proprietary
Superimpose
Superimpose is the most popular photo editing app for photo blending/layering
on iOS and Android platforms.
Millions of photos are
created with Superimpose every month.
CASE STUDY II
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“In 2014, we had a major update of Superimpose on iOS. That unfortunately resulted in a show stopper crash affecting around 20% of our users. User rating started dropping, impacting our sales.”
Before
We received the crash log (the call stack). It was a crash due to a null pointer.
Superimpose
Results With Flurry
Fix and update the app
issue root cause understanding
proper fix in sight
instrumented Flurry events and parameters at suspected locations of the code and updated the app
“This change helped us decrease the errors numbers by 80%+.”
GOALS KPIs EVENTS
Lower the crash rate Crash rate suspected locations of the code
Superimpose
Analytics 101 – 3 key building blocks
51 Yahoo Confidential & Proprietary
Know the data Identify your Most valuable users Measure success
https://developer.yahoo.com/flurry/docs/analytics/
Concluding thoughts
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Collect the right data early on 1
Know your MVU’s and focus on acquiring these key segments 2
Conduct on-going assessment of goals and progress 3
Knowledge Base/ Resources for YOU Flurry 洞察:洞察與分析
Data-drive mobile product growth/ 數據導向⾏動產品成⻑
Mobile analytics guidebook (Slideshare) http://goo.gl/7XAf1S
Yahoo developer site (Global site 中⽂版) developer.yahoo.com flurrymobilechinese.tumblr.com
Facebook group
What’s a “Growth Hacker”?
"a person whose TRUE NORTH is GROWTH. Everything they do is scrutinized by its potential impact on SCALABLE growth.“ - Sean Ellis, Founder of GrowthHackers.com
61 Yahoo Confidential & Proprietary
Cumulative installs
Current installs
Active installs
Engagement
Buyers
Daily Installs
Daily Uninstalls
1,000,000
10,000
400
200,000 20%
Awake 5%
Conversion 4%
XXX XXX
Illustrate
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Cumulative installs
Current installs
Active installs
Engagement
Buyers
Daily Installs
Daily Uninstalls
Download (MKT)
DAU (Product)
GMV (sales)
Illustrate
How to implement?
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§ Cross-functional, integrated team where every idea is equal › Product › Marketing › Engineering › Design › Data Insights › Sales/CMs › + Partner with other teams (i.e. PR)
People Process Culture
How to implement?
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People Process Culture
Ideation
Prioritize backlog
Launch Tests
Capture learning
focus on critical experiments that creates impact
Acquisition channels
Paid
Online
Social Facebook
LINE
Non-social App Store
Search
Display network Others
XXX
Offline Self-host
Host by others
Non-paid
Online
Direct to App Store
Indirect to App Store
Yahoo network
Direct
XXX
XXX
XXX
React
XXX
XXX
XXX Yahoo Search
Non-Yahoo network
XXX
XXX
LINE XXX
XXX Google Search
Others XXX Offline
Host by others
Self-host
Ideation
How to increase XXX DAU?
with XXX App
Without XXX App
Yahoo users
Not Yahoo users
XXX users
Not XXX users
PC XXX users
Others (PC XXX users or have YYY App)
Heavy
Regular
Infrequent
Ideation
Each conversion channel breakdown master sheet
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Source: https://medium.com/mobile-growth/2015-the-mobile-growth-stack-revised-58f5d11d43f3#.g2lai27pv
Touch points
Organic:
ASO, Google
SEO, GG/SB,
Facebook, LINE
Paid:
media buy, SEM…etc.
Google Play/ App Store Acquisition Activation GMV Retention
Activation Funnel
Getting users to the AHA moment ASAP
Conversion Funnel
Convert users to seller or buyer to contribute
GMV
Core value
Delivering core product value AEAP
Goal (examples) - FB: 7 friends in 10 days - Twitter: follow 30 people
Goal (examples) - DAU/MAU = 50% - Day 7 retention = +10%
Goal (examples) - Seller or buyer/users = 65% - Match rate = 80%
Touch points Organic: ASO, Google SEO, GG/SB, Facebook, LINE
Paid: media buy, SEM…etc.
Prioritize backlog by ICE score
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§ Assign 1 – 10 score for impact, confidence and Ease (10 best)
• Impact: If it works, what is potential impact?
• Confidence: Evidence that it will work?
• Ease: How easy is it to test your hypothesis?
Source: Sean Ellis, Growthhackers.com
Team meeting discipline
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§ 15 min: KPI review & update focus area
§ 10 min: Review last week’s testing sprint
§ 15 min: Key lessons learned from analyzed tests
§ 15 min: Select tests for this week’s sprint
§ 5 min: Check growth of idea backlog
Source: Sean Ellis, Growthhackers.com
How to implement?
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§ Equip with growth mindset § Speed § Data-driven approach
People Process Culture
Some of the examples of experiments
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PC users conversion added X,X00+ new apps users
Re-activate Notification
Added X,X00+ users to turn on notification
EDM campaign XX%+ open rate (
4.4%)
App promotion Increased daily installs by X00%+ by adjusting
the frequency
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A Wikipedia page will tell you that it’s “a process of rapid experimentation across a range of marketing channels to identify the most effective ways to grow a business.” Although definitely true, growth hacking is so much more…
It’s a mindset. A skillset. An approach. A strategy. A vision.
Source: http://www.growthtribe.io/blog/what-is-growth-hacking-back-to-basics/