How to get started with Mobile Analytics:
- How to determine KPIs
- Who are my users
- Which campaigns are working?
- User behavior & lifecycle tracking
- Getting Started with Flurry Analytics
Head of Flurry Simon Khalaf breaks down 2014 app usage in his annual State of AppNation presentation. Learn why messaging will become the operating platform on mobile, why teens' behavior signals the beginning of the end of PC, and how retail in our pocket is changing everything!
Yahoo Mobile Meetup: Bangalore & Hyderabad December 2015Flurry, Inc.
Following on from the success of our first Mobile Meetup in June, we are excited to host our second mobile developer event in Bangalore, India.
During this event, we will discuss the latest around the yahoo Mobile Developer Suit, with a deep dive into Flurry Analytics, and the Yahoo App Publishing Platform. We have some our best Flurry and YAP product and engineering people coming in from the US to speak to you.
Yahoo Mobile Developer Conference NYC - Mobile Revolution: Seven Years OnFlurry, Inc.
Yahoo SVP of Publishing Products Simon Khalaf's keynote presentation from the NYC Yahoo Mobile Developer Conference on Aug 26, 2015. Mobile app industry insights and trends delivered from Flurry Analytics and the 720,000 apps we track.
2016 Yahoo Taiwan Mobile Developer Conference Flurry, Inc.
We have hosted the 1st Yahoo Mobile Developer Conference (YMDC) in Taiwan. Please refer to the presentation to learn more about the latest Yahoo's technologies provided for mobile developers.
Please go to developer.yahoo.com to learn more!
Learn about the latest enhancements to the Yahoo Mobile Developer Suite, including Flurry Analytics and Yahoo App Publishing. We have invited our partner, PicCollage(拼貼趣) to share how they leverage Flurry Analytics and Explorer to optimize their App performance. Also, we have Cheetah Mobile(獵豹移動), one of the fastest growing app publisher in the world, will share how they leverage Native Ads to build a sustainable business model.
Head of Flurry Simon Khalaf breaks down 2014 app usage in his annual State of AppNation presentation. Learn why messaging will become the operating platform on mobile, why teens' behavior signals the beginning of the end of PC, and how retail in our pocket is changing everything!
Yahoo Mobile Meetup: Bangalore & Hyderabad December 2015Flurry, Inc.
Following on from the success of our first Mobile Meetup in June, we are excited to host our second mobile developer event in Bangalore, India.
During this event, we will discuss the latest around the yahoo Mobile Developer Suit, with a deep dive into Flurry Analytics, and the Yahoo App Publishing Platform. We have some our best Flurry and YAP product and engineering people coming in from the US to speak to you.
Yahoo Mobile Developer Conference NYC - Mobile Revolution: Seven Years OnFlurry, Inc.
Yahoo SVP of Publishing Products Simon Khalaf's keynote presentation from the NYC Yahoo Mobile Developer Conference on Aug 26, 2015. Mobile app industry insights and trends delivered from Flurry Analytics and the 720,000 apps we track.
2016 Yahoo Taiwan Mobile Developer Conference Flurry, Inc.
We have hosted the 1st Yahoo Mobile Developer Conference (YMDC) in Taiwan. Please refer to the presentation to learn more about the latest Yahoo's technologies provided for mobile developers.
Please go to developer.yahoo.com to learn more!
Learn about the latest enhancements to the Yahoo Mobile Developer Suite, including Flurry Analytics and Yahoo App Publishing. We have invited our partner, PicCollage(拼貼趣) to share how they leverage Flurry Analytics and Explorer to optimize their App performance. Also, we have Cheetah Mobile(獵豹移動), one of the fastest growing app publisher in the world, will share how they leverage Native Ads to build a sustainable business model.
Flurry Mobile App Industry Trends Presentation, Business Insider Mobile Adver...Flurry, Inc.
This presentation covers key insights across the mobile app economy including market size, addressable market, consumer trends, what non-mobile industries and categories are being disrupted by mobile apps, comparison of consumer behavior on media platforms vs. ad spending and an outlook for what's next as the industry matures.
Yahoo Mobile Developer Conference: State of MobileFlurry, Inc.
Flurry CEO Simon Khalaf's 2015 State of Mobile presentation from the Yahoo Mobile Developer Conference. The latest stats from Flurry Analytics, including the growth of the $3.3 TRILLION mobile economy!
Mainland China Mobile App Market 101: What you need to knowMetaps
This report by Metaps is designed for app developers as a concise overview of the app marketplace in Mainland China.
*The mobile internet environment
*Mobile device usage analysis
*Size of mobile gaming market
*Android app market
*iOS app market
*Case study
Metaps has offices throughout Greater China (Shanghai, Taiwan, Hong Kong) and worldwide (Japan, Singapore, Korea, San Francisco, London), staffed with regional expert consultants with the expertise to deliver app developer monetization.
Quality Over Quantity - Mobile Users Mater | Jarah Euston, FlurryDealmaker Media
Jarah Euston, Director, Analytics, Flurry
How to identify, acquire and measure quality users for your mobile app.
The cost of building a quality app audience is dramatically increasing. Cost and quality of acquisition varies widely by channel, changes over time and different purchase volumes. To optimize your ROI of marketing spend, you can identify which channels deliver the best users based on engagement, monetization and more. Not every ad unit is created equal.
2016 Flurry Analytics State of Mobile: India EditionKym Lino
Annually the team Flurry publishes a global report, highlighting burgeoning mobile use trends. This is the India-specific version, with local findings/data throughout. The presentation was debuted by Chris Klotzbach, Director at Flurry, on stage at the Flurry Source workshop in Bangalore.
Mobile Analytics – Driving Consumer InsightsDigital Vidya
Care about how to leverage 'Mobile Analytics – Driving Consumer Insights'. You will find this deck presented by Theodore Hayes, Head of Analytics at iProspect Communicate 2 during Webinar for Digital Vidya. Interested in attending similar Webinar Live? Register Now at http://www.digitalvidya.com/webinars/
Introduction about Quora, Google analytics and Google Ad WordsCode95
The presentation has an introduction about:
Benefits of Quora
Google Ad Words
How to set a successful campaign on Ad Words
Google Analytics
Google analytics approach
Google analytics setup & installation
A non-technical introduction to mobile analytics. Learn how it managed, analyzed, and how it drives business and product decisions.
This presentation focuses on in-app-analytics.
Important aspects it covers:
1. The tool covers Flurry for in-app-analytics: active users, retention, events, funnels, segments, user acquisition
2. It introduces App Annie for sales analytics
3. Case studies from Cammy and Skater
This session demonstrates how Amazon Mobile Analytics can help you make the most of your mobile analytics, keeping tabs on key trends such as active users, revenue, retention and behavioral insights. View webinar on demand here: https://www.brighttalk.com/webcast/9019/195163
Customer Journey Officer – The New CMO | Michael Lazerow – Chief Strategy Off...Conductor
Surprising and delighting your customers is foundational to marketing, but focusing only on campaigns to achieve this can create disconnect with customers. Companies must make the most out of every customer interaction by transforming single moments into personalized journeys. The CMO is now the Customer Journey Officer, whose role is to define and optimize the customer journeys across ALL touch points – marketing, sales, service & product experience.
Flurry Mobile App Industry Trends Presentation, Business Insider Mobile Adver...Flurry, Inc.
This presentation covers key insights across the mobile app economy including market size, addressable market, consumer trends, what non-mobile industries and categories are being disrupted by mobile apps, comparison of consumer behavior on media platforms vs. ad spending and an outlook for what's next as the industry matures.
Yahoo Mobile Developer Conference: State of MobileFlurry, Inc.
Flurry CEO Simon Khalaf's 2015 State of Mobile presentation from the Yahoo Mobile Developer Conference. The latest stats from Flurry Analytics, including the growth of the $3.3 TRILLION mobile economy!
Mainland China Mobile App Market 101: What you need to knowMetaps
This report by Metaps is designed for app developers as a concise overview of the app marketplace in Mainland China.
*The mobile internet environment
*Mobile device usage analysis
*Size of mobile gaming market
*Android app market
*iOS app market
*Case study
Metaps has offices throughout Greater China (Shanghai, Taiwan, Hong Kong) and worldwide (Japan, Singapore, Korea, San Francisco, London), staffed with regional expert consultants with the expertise to deliver app developer monetization.
Quality Over Quantity - Mobile Users Mater | Jarah Euston, FlurryDealmaker Media
Jarah Euston, Director, Analytics, Flurry
How to identify, acquire and measure quality users for your mobile app.
The cost of building a quality app audience is dramatically increasing. Cost and quality of acquisition varies widely by channel, changes over time and different purchase volumes. To optimize your ROI of marketing spend, you can identify which channels deliver the best users based on engagement, monetization and more. Not every ad unit is created equal.
2016 Flurry Analytics State of Mobile: India EditionKym Lino
Annually the team Flurry publishes a global report, highlighting burgeoning mobile use trends. This is the India-specific version, with local findings/data throughout. The presentation was debuted by Chris Klotzbach, Director at Flurry, on stage at the Flurry Source workshop in Bangalore.
Mobile Analytics – Driving Consumer InsightsDigital Vidya
Care about how to leverage 'Mobile Analytics – Driving Consumer Insights'. You will find this deck presented by Theodore Hayes, Head of Analytics at iProspect Communicate 2 during Webinar for Digital Vidya. Interested in attending similar Webinar Live? Register Now at http://www.digitalvidya.com/webinars/
Introduction about Quora, Google analytics and Google Ad WordsCode95
The presentation has an introduction about:
Benefits of Quora
Google Ad Words
How to set a successful campaign on Ad Words
Google Analytics
Google analytics approach
Google analytics setup & installation
A non-technical introduction to mobile analytics. Learn how it managed, analyzed, and how it drives business and product decisions.
This presentation focuses on in-app-analytics.
Important aspects it covers:
1. The tool covers Flurry for in-app-analytics: active users, retention, events, funnels, segments, user acquisition
2. It introduces App Annie for sales analytics
3. Case studies from Cammy and Skater
This session demonstrates how Amazon Mobile Analytics can help you make the most of your mobile analytics, keeping tabs on key trends such as active users, revenue, retention and behavioral insights. View webinar on demand here: https://www.brighttalk.com/webcast/9019/195163
Customer Journey Officer – The New CMO | Michael Lazerow – Chief Strategy Off...Conductor
Surprising and delighting your customers is foundational to marketing, but focusing only on campaigns to achieve this can create disconnect with customers. Companies must make the most out of every customer interaction by transforming single moments into personalized journeys. The CMO is now the Customer Journey Officer, whose role is to define and optimize the customer journeys across ALL touch points – marketing, sales, service & product experience.
Webinar- The Mobile Opportunity for Local and Multi-Location BusinessesRio SEO
Stop struggling with desktop optimization—the real action now and in future is in mobile. According to Google, consumers overwhelmingly turn to their mobile devices (94 % of the time) when the information they seek is local. Seventy-eight percent of these mobile local searches result in an offline purchase within a few hours.
Don’t be left behind! Mobile local isn’t a ‘flavor of the day’ marketing trend; it’s the present-day reality for enterprise marketers trying to connect with highly motivated mobile consumers. Those lacking a focus on mobile are losing market share to their mobile local-savvy competitors. In this webinar Tyler Ludwig and Kent Lewis will take us through the key strategies for mobile success.
Join us for this webinar and learn:
• The mobile local playbook to make sure you’re mobile-ready
• What a mobile-friendly site looks and feels like for consumers
• How paid search can attract qualified leads
• The importance of storytelling for the mobile users to maximize visibility and conversions
In this presentation, I tried to unleash every potential that mobile environment have. There are some "prediction" about future in mobile environment & apps too.
• WhyAnalytics
• Google Analytics Step by Step
• Who are the people who visit my website?
• What brought visitors to your site?
• What they do once they got on the website?
• Did they do what you wanted them to do?
How to Drive a 360 Degree App Marketing Strategy Through First-Party DataAppLift
As users interact with their apps, publishers are presented with an opportunity to gather precious behavioral data that can help them better understand their users, better communicate with them, and carry out more effective marketing and advertising efforts. Unfortunately, too often they ignore, or fail to properly capitalize on this opportunity.
In this presentation, you'll learn
- Best practices in user segmentation and first-party user data analysis
- How to leverage the data for better in-app engagement strategies
- How to utilize the data for more effective advertising campaigns
"Mobile Apps, beyond downloads, what’s next?" by Philippe DumontTheFamily
You thought building, posting and getting your App downloaded was hard?
Wait, the toughest part is yet to come! Getting people actually using your App and coming back for more may be (much) harder than you think…
During this 45 min. workshop, Philippe Dumont will share how to setup useful KPIs for your App and how to effectively retain, engage and convert users.
- Apps: There are downloads and downloads…
- The Valley of Fear: you got tons of downloads but no one is using your App…
- Achieving the 3 pillars of Mobile ROI: Retention, Engagement & Conversion
- What does Mobile Success look like?
- What will next-generation Apps look like?
Philippe is CEO and co-founder of Azetone, a platform that allow to visually analyze, improve and personalize the Mobile User Experience. He previously co-founded MyFanGroup, a mobile and digital marketing agency after heading Marketing and Communications for Microsoft EMEA as General Manager and CMO from 2002 to 2009.
Mobile App Optimizaiton for Acquisition, Activation, Retention Optimizely
With millions of apps in the App Store and Google Play, it can be hard to stand out. And, user acquisition is only half the battle: 80-90% of downloaded apps are used once and then deleted.
Today, best-in-class apps are meticulously focused on building lasting relationships with their users through optimization. In this webinar, we’ll cover the essential optimization principles necessary for user acquisition, activation, and retention.
You'll learn:
-Best practices for identifying optimization goals
-Key mobile metrics you’ll need to guide the process
-A decision-making framework for choosing what to A/B test
-Experiment success stories from app development teams
Mapping the Omnichannel Customer Journey: How to Engage People in a Mobile Fi...FollowAnalytics
Customers don’t think about channels, they think about their needs. Customers simply want to engage with your brand in the way that is the easiest for them, whether that’s email, in-app, social or in person. As a marketer it’s your job to connect the dots to understand your customers’ needs and serve them the experiences they expect.
This requires making sure intelligence from multiple sources are centralized so you can determine things like: What message is best to send? What platform is it best to send it on? What channel should you use?
In this webinar, guest speaker Julie Ask from Forrester, an expert in mobile marketing and channel strategy, will share valuable industry insights and best practices to help you put together an impactful omnichannel strategy that delivers ROI.
You will learn:
How to go beyond viewing users as data points and approach them on a personal level to increase the impact of your marketing campaigns.
How successful omnichannel strategies balance multiple platforms and communication channels with their customers.
How to break the mobile silo and fold mobile into your broader marketing strategy to leverage its full potential for engaging your customers in contextual and personal ways.
Speakers
Julie Ask VP, Principal Analyst at Forrester, serving Ebusiness & Channel Strategy Professionals
Gail Ennis CMO, FollowAnalytics
A General Purpose Extensible Scanning Query Architecture for Ad Hoc AnalyticsFlurry, Inc.
We present Burst, an analytic query system with a scalable and flexible approach to performing lowlatency ad hoc analysis over large complex datasets. The architecture consists of hardwareefficient scan techniques and a language facility to transform an extensible set of ad hoc declarative queries into imperative physical scan plans. These plans are multicast across all nodes/cores of a two level sharded/distributed ingestion, storage, and execution topology and executed. The first release of this system is the query engine behind the Flurry Explorer product. Here we explore the design details of that system as well as the incremental ingestion pipeline enhancement currently being implemented for the next major release.
A Query Model for Ad Hoc Queries using a Scanning ArchitectureFlurry, Inc.
Systems like Hadoop, Hbase and Hive allowed the world to take huge strides in managing and analyzing large amounts of data. Products like Flurry analytics make efficient use of large amounts of hardware using these tools to build statistics for hundreds of thousands of applications. However, these tools require the end user to first set up relevant analytics queries and then wait days for the results. If the results prompt new questions or the original query is not quite right, the user must rerun and wait again for the results.
We present the Burst system developed at Flurry to support low-latency single pass queries over very large and complex mobile application streams. We have created a data schema and query model that can answer very complex ad-hoc queries over data, and is highly parallelizable while maintaining low-latency. We implement these scans so that they are time and space efficient using the advanced disk scanning techniques provided by the underlying operating system.
Railsplitter is a framework which significantly reduces development cost to expose a hierarchical data model as a production quality Create, Read, Update, and Delete (CRUD) web service. Railsplitter adopts JSON API [10] as the standard for the service definition given its focus on consumption by front-end developers. Inherent in the design of JSON API are capabilities that reduce the number of round trips from client to server to fetch or update data. Updates on disparate models can happen in a single request allowing the server to build atomicity guarantees. Rather than starting from scratch with a domain-specific language (DSL) to describe a data model, Railsplitter adopts Java Persistence API (JPA) [6] - a modeling definition that is rich and has a long tenure of proven provider implementations. Unlike other approaches, Railsplitter addresses the fundamental needs of flexible, model driven authorization, interoperability with client side applications, and test automation.
Best Strategy for Developing App Architecture and High Quality AppFlurry, Inc.
Yahoo has been developing several success mobile apps in Taiwan. We’re going to share our best strategy for developing mobile apps. Learning how to use YDevelopKit to save your development resource and using DevOps to retain high quality result simultaneously.
The Global Village: How Mobile Games Cross Borders, or Fail toFlurry, Inc.
Some entertainers, like Michael Jackson, become worldwide stars. But others stop at the border. With games, the same is true. We’ll delve into why. What appeals to a broader audience? What games work mainly in just one country, or spread to adjacent countries? Flurry captures analytics on more than 170,000 app makers and 150 billion play sessions a month.
At #Source14 (www.flurrysource14.com) on April 22, 2014, Flurry CEO and President Simon Khalaf presented "The Age of Living Mobile". This data-rich presentation for 500+ attendees covers mobile disruption industry-by-industry, the rise of mobile addicts and the massive business opportunities ahead. Video of his 20 minute talk is also available on YouTube: https://www.youtube.com/watch?v=N_gwwAay_vs&list=UU3CqvKG-iPJQr7isTLkvirQ
Simon Khalaf throws down the gauntlet at #Source13 with a data-packed presentation. "Ignore the Series A crunch. It's time to innovate. Disrupt an industry."
Flurry CEO Simon Khalaf presents growth trends in the mobile first economy on iOS and Android smartphones and tablets. Trends include time spent across: TV, Web and apps; time spent per app category and revenue growth. Simon also debunks investor skepticism about continued growth potential.
Flurry Presents at Digital Analytics Association Symposium - San Francisco, C...Flurry, Inc.
This presentation covers key insights across the mobile app economy including market size, addressable market, consumer trends, what non-mobile industries and categories are being disrupted by mobile apps, comparison of consumer behavior on media platforms vs. ad spending and an outlook for what's next as the industry matures.
Games on Smartphones & Tablets: Demand, Revenue, Cost, Business Model, Usage,...Flurry, Inc.
iOS and Android game insights presented at Smartphone and Tablet Gaming Summit in SF, garnered from Flurry and Activision mobile game publishing partnership. Insights and data include: market size; expected DAUs; revenue potential; demographic differences, etc. per game type / genre; usage behavior; spending behavior; demographic (age, gender) differences across tablet vs. smartphone form factor and game genres.
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfEnterprise Wired
In this guide, we'll explore the key considerations and features to look for when choosing a Trusted analytics platform that meets your organization's needs and delivers actionable intelligence you can trust.
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
Adjusting OpenMP PageRank : SHORT REPORT / NOTESSubhajit Sahu
For massive graphs that fit in RAM, but not in GPU memory, it is possible to take
advantage of a shared memory system with multiple CPUs, each with multiple cores, to
accelerate pagerank computation. If the NUMA architecture of the system is properly taken
into account with good vertex partitioning, the speedup can be significant. To take steps in
this direction, experiments are conducted to implement pagerank in OpenMP using two
different approaches, uniform and hybrid. The uniform approach runs all primitives required
for pagerank in OpenMP mode (with multiple threads). On the other hand, the hybrid
approach runs certain primitives in sequential mode (i.e., sumAt, multiply).
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfGetInData
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
2. - QUICK INTRO -
- IMPORTANCE OF MOBILE ANALYTICS -
- WHICH METRICS SHOULD I TRACK -
- WHO ARE MY USERS & WHERE ARE THEY COMING FROM -
- UNDERSTANDING BEHAVIOR & LIFECYCLE OF USERS -
- GETTING STARTED WITH FLURRY -
@tobiasvogels @flurrymobile
3. WHAT DO I DO?
@tobiasvogels @flurrymobile
Mobile. Startups.
Marketing. Analytics.
Product. Retention.
Events. UA. Apps.
Partnerships. Content.
Growth. Flurry.
4. ABOUT FLURRY ANALYTICS
@tobiasvogels @flurrymobile
A Mobile Analytics Platform That Grows With You
830,000 apps
250,000 companies
10 Billion Sessions per day
5. @tobiasvogels @flurrymobile
251
220
162158
OPPORTUNITY: TIME SPENT ON MOBILE
TIME SPENT ON MOBILE DEVICES IN THE US
MOBILE TIME SPENT (MINUTES)
20%
BROWSER BROWSER
10%
TIME IN
BROWSER
DECREASED
BY HALF
-50%14%
BROWSER BROWSER
9%
Q1 2013 Q2 2014 Q2 2015 Q4 2015
7. WHY MOBILE ANALYTICS?
THE IMPORTANCE OF MOBILE ANALYTICS
@tobiasvogels @flurrymobile
We believe that the
understanding of your
users sets the foundation
for a sustainable long-
term growth.
8. 3 CORE QUESTIONS MOBILE ANALYTICS ANSWER
THE IMPORTANCE OF MOBILE ANALYTICS
@tobiasvogels @flurrymobile
1. Who? Discover who your core users are, including demographics and
interests
2. How? Understand how your users are interacting with your app to drive
data-driven product decisions to meet their needs
3. Where? Determine which channels and campaigns are helping you
acquire quality users
10. @tobiasvogels @flurrymobile
HOW TO DETERMINE KPIS?
Start with the most important metric:
- A single measurement for your app’s performance
- Tie main metric to user value and business value.
- e.g. nights booked for Airbnb
Build sub-metrics and assign them to each other
- levers to optimize main metric
12. WHO ARE MY USERS &
WHERE ARE THEY COMING FROM?
@tobiasvogels @flurrymobile
13. Get to know your users
@tobiasvogels @flurrymobile
Build personas and user groups to segment your users based on:
- User needs
- Characteristics
- Specific use cases
- Interests
- Demographic / geographic information
- etc.
14. Audience | Demographics
Flurry estimates audience
demographics with
increased accuracy from
YahooAudience Insights,
powered by Yahoo Mail,
Search, Content and
Tumblrs
@tobiasvogels @flurrymobile
15. Audience | Geography
Track Sessions, New
Users,Active Users etc.
Based On Region,
Country or Language.
@tobiasvogels @flurrymobile
16. HOW TO TRACK UA CAMPAIGNS CORRECTLY?
Monitor & Optimize based on:
• Campaign Metrics (CTR, Install Costs etc.)
• Quality Metrics of acquired users (Behavioral
Analytics, Retention, your main KPIs etc.)
@tobiasvogels @flurrymobile
17. HOW TO TRACK UA CAMPAIGNS ON FLURRY?
Campaign setup & tracking in Flurry
@tobiasvogels @flurrymobile
20. @tobiasvogels @flurrymobile
Common behavioral analyses and questions
- Which actions do users perform most often?
- Which users perform which actions?
- How many people are dropping off?
- Which actions make users come back?
- Which campaigns bring in quality users?
- etc.
21. @tobiasvogels @flurrymobile
Track SpecificActions with Custom Events
Use Flurry’s custom events to
monitor actions such as:
• Article view
• Inviting a friend
• Making an in-app purchase
• Completing a sign-up
Flurry offers a two-level event structure to track parameters of custom events. For example,
you can add the parameter article_title to the event article_view.
22. @tobiasvogels @flurrymobile
Introducing Flurry Explorer
Flurry’s new powerful analysis tool allows you to understand user behavior through
instant queries.
How do your users interact with your
app?
Where do users drop off in an event
sequence?
What actions make your app sticky?
23. @tobiasvogels @flurrymobile
Flurry Explorer | Segments
• Which article category in my news
feed generates the most clicks in
different countries?
• Is there a level in a game that users
are finding too difficult
Answer questions like:
Segment your data based on users, sessions, events, and parameters
24. @tobiasvogels @flurrymobile
Flurry Explorer | Funnels
Discover key drop-off points for your users as they navigate through the app.
Sign-up funnel
Identify barriers to completing sign-up
by understanding where users drop off.
Purchase Funnel
Monitor the steps that users need to
take in order to make purchases in your
app.
Common FunnelAnalyses:
25. @tobiasvogels @flurrymobile
Flurry Explorer | CohortAnalysis
• How many days does it take to turn a user
into a paying customer?
• Which regions have lower user churn rates?
Answer questions like:
Use cohort analyses to get deeper insights on users’return rates and discover how many days it
takes them to perform certain actions.