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LavaCon
Tanner Volz | Technical Content Manager, iovation
October / 2016
The Multiverse Theory of
User Needs
AGENDA
2
 Content is Noise
 Who are Your Users, and Why?
 Designing a Modular Content
Experience
 Managing Modular Content
 Through the Wormhole
3
The Niceties
W h o a m I a n d W h y A m I H e r e
 Work stuff
 18ish years into tech writing & info architecture
 Designed & built numerous enterprise-scale info systems for product documentation
& training
 Personal stuff
 Musician and occasional film-maker
 Nose typically buried in films
 Contact info (sell me to spammers and I will find you)
 tv@tannervolz.com
 503-803-3201
CONTENTBLIND
Different people need different things to solve
different problems
The Multiverse Theory of User Needs
6
 Every day we all wade
through many thousands
of words and images
 2009 UC study
estimated Americans
consume 34 GB of info / day
 In 2013, studies suggested
that average social media
users encounter up to 54,000 words & 443 minutes of video per day
 We are contentblind
Our Thesis: Content is Noise 
Yo u r u s e r s c o m e f r o m d i f f e r e n t u n i v e r s e s
7
 We look for
keywords, but need
help seeing them
 Linguistic and design
challenge
 Users buy products to solve
specific problems; anticipate those problems and tailor
content, keywords, and design
 Until We Find What We Need
S o h e l p t h e m n a v i g a t e y o u r u n i v e r s e
WHO ARE YOUR
USERS, AND WHY?
Defining User Personas and Scenarios
9
 A deceptively difficult question: Who are your buyers and, more
importantly, why do they buy your products? If multiple products,
which?
 Buyers & users share business problems, but information needs
may differ.
 For example:
 Buyer personas: Sign the checks. Sales & Marketing pitches speak to
them. Content must persuade. Tech savvy buyer may read tech docs.
 User personas: Implement & validate satisfaction of business need.
Technical documentation is roadmap when implementing the solution.
Who Are You and Why Did You Buy?
W h a t p r o b l e m d o e s t h e p r o d u c t h e l p y o u s o l v e ?
10
At iovation, writers develop user persona breakdown w/
Product, Sales, Marketing, Client Support. Personas
include:
 Fraud analysts study and understand fraud and crime
 Fraud or risk managers design implementations to address these
trends
 User experience and web designers balance improved
authentication experiences with risk of bad users gaining access
 Web software engineers code the iovation integration into their
web or mobile apps (or both)
Example: High Level iovation User Personas
W h a t p r o b l e m d o e s i o v a t i o n h e l p y o u s o l v e ?
11
 Design parallel information experiences for each persona.
 Each persona brings litany of use cases; before you can design a
successful content multiverse, build a user needs taxonomy to understand
use cases.
 User needs taxonomy maps user personas to specific problems that they
need to solve
Develop a User Needs Taxonomy
M a p p r o d u c t u s e c a s e s t o u s e r p e r s o n a s
User
Use case 1
Use case 2
Use case 3
12
User Needs Taxonomy
lays out:
 Business needs / pain
points
 Relevant variables, such
as industry vertical
 Common challenges
 Win / loss & financial
analysis
 Cross-department
dependencies / effects
Anatomy of a User Needs Taxonomy
O r , a t a x o n o m y  t a x o n o m y
Use case 1
Industry
Region
Business
needs
Pain 1
Pain 2
Challenges
Time
Resource
s
13
 Fraud team lead at an online retailer needs help with:
 Chronic problem with criminals using stolen credit cards
 To submit purchases
 Resulting in expensive charge-backs or penalties.
 User Experience or Web Designer at a financial institution needs to:
 Help the Fraud team reduce account takeover
 While improving a poor authentication experience
 By reducing painful login steps such as captchas.
 For these examples, these specifics help us recommend:
 Where we integrate, and how
 What initial configuration steps are needed
 Who will contribute to implementation, and how
User Needs Examples
i o v a t i o n e x a m p l e s o f p a r a l l e l u n i v e r s e s
14
Neighboring Content Universes
i o v a t i o n e x a m p l e s o f p a r a l l e l u n i v e r s e s
Subscriber 2:
Finance
Subscriber 1:
Retail
API Reference
 Account takeover scenarios
are shared
 High friction authentication
unique to Suscriber 1
 Fraud prevention concepts
mostly apply to Subscriber
1, but overlap with
Authentication concepts for
Subscriber 2
 Web integration is largely
identical; Subscriber 2 also
includes Mobile SDK
 All API reference material is
100% common
Mobile
SDK
Account
Takeover
fraud
scenarios
Iovation Fraud
Prevention
concepts
Iovation
Customer
Authentication
concepts
Auth
friction
Web
integration
Use cases
Concept
s
Integration
Reference
15
What Does a User Needs Taxonomy Look Like?
N o b o d y s a i d t e c h w r i t i n g w a s e a s y
DESIGNING A
MODULAR
CONTENT
EXPERIENCEModularize content to support parallel content
universes
17
 Content modules are like single lego pieces; each is one part of a
kit.
 Similarly, each content module serves one goal:
 Procedural: How to do something (Walking to the Bakery)
 Conceptual: What something is (What is a Bakery)
 Process: How something works (The Lifecycle of a Scone, From Sugar to
Sewer)
 Reference: List of facts (Scone Ingredients)
Content Modularization: What and Why?
T h e f i n e a r t o f r e c o m b i n a t i o n
18
 A topic, or article, collects related modules focused on a single content goal.
 Each module is about one aspect of the topics goal.
 Accomplish this, and you can recombine content modules (aka, cutely, chunks) to
serve many different user needs.
Modularization: How Does it Work?
A K A T h e F i n e A r t o f R e c o m b i n a t i o n
Image credit: http://www.eurobricks.com/forum/index.php?/profile/2351-whitefang/
19
 Take an article thats a mess of intermingled content types
Tagging Disorganized Content
I t  s a b i t l i k e o r g a n i z i n g a h o a r d e r  s g a r d e n s h e d
Procedure
Reference
A bunch of
concepts
Some unrelated
reference content
Process
Random collection of
proceduresProcess diagram that
probably should have come
first
20
 Break it down, tag it, and reassemble it into chunks
 Unrelated content belongs in another topic
 Ruthlessly kill repetition
 Write once, then reuse, reuse, reuse
Creating and Assembling Modular Content
C o n s o l i d a t e a n d r e d u c e
Series of related
procedures
Introductory concept
Supporting
reference
material
Process overview with
how it works
diagram
21
 Focus: Each module answers a single question.
 Dont repeat: Say everything once.
 Short and sweet: If it takes more than a few sentences to explain a
concept, you may be trying to explain a second concept. Create another
module.
 Label all modules: Use ridiculously obvious headings that speak to user
needs.
 Mix it up: Some content needs complex process diagrams. Some need
simple reference tables. Use all of the tools available to you.
 Templatize: Content, like formatting, benefits from templates. What content
should a concept include? Figure it out and make it a template.
The Art of Writing Modular Content
T h e r e a r e c o u n t l e s s b o o k s a n d c l a s s e s o n t h e t o p i c
22
A new topic on reducing Account Takeover fraud includes
the following modules:
 What is Account Takeover - Conceptual module that defines Account
Takeover. Use it anywhere we talk about Account Takeover.
 How Business Rules Help Stop Account Takeover - Process module
about features we will use (iovation business rules) to solve the problem,
with a diagram to illustrate.
 Defining Business Rules to Stop Account Takeover - Procedural
module that walks through setting up the business rules.
 Account Takeover Parameters Reference - Reference module with all
the technical details needed to set up the rules.
iovation Example
B u i l d i n g a t o p i c o n a c c o u n t t a k e o v e r
23
These tenets are all inherited from established structured writing practices.
They emphasize semantic tagging of content, strict modularization, reuse,
multi-lingual content management, and on-demand content assembly. Read up
on these.
 Information Mapping: http://www.informationmapping.com/en/
 DITA (Darwin Information Typing Architecture): https://www.oasis-
open.org/committees/dita/faq.php
Structured Writing Resources
S e e a l s o
MANAGING
MODULAR
CONTENTItalian Herb Mix is fine until you just need some
basil
25
Slice / dice content forever but without a way to manage it, this is what awaits you:
Modular Content is Nothing Without CMS
T h e h e r b m i x m e t a p h o r w o r k s b u t w e  r e s t i c k i n g w i t h L e g o s
26
What is Content Management?
To o l s y o u n e e d t o b u i l d w o r m h o l e s a c r o s s u n i v e r s e s
Image credit: Jeff Pellettierhttp://photos.hgtv.com/photos/viewer/lego-storage-/basement-lego-lounge-
with-built_in-storage-system_1
27
Just some of what a good content management system provides:
 Topic and asset management including versioning and publishing
workflows
 Authoring with both WYSIWYG and code editing support
 Extensibility to incorporate web-standard technologies
 Content reuse down to the modular level
 Variables for brand names, verticals, etc.
 Content conditions for different scenarios, such as different outputs
(HTML v PDF) or classes of users
 Semantic tagging of content, and separation of content from formatting
 SEO management, particularly important for public content
Defining Technical Content Management
A b o t t o m l e s s t o p i c ; t h e s e a r e a f e w t h i n g s t h a t m a t t e r t o u s
28
 We use MindTouch, a SaaS solution with robust content creation tools,
availability and performance, and structured authoring features
 Keyword metatags enable us to track both content type (such as
procedure) and substance (such as Managing Users); Its very easy to
find the content we need, when we need it; also ensures excellent SEO
flexibility if we take any content public
 Our stylesheets (CSS) handle all of our formatting for HTML and PDF; the
authoring experience is entirely focused on content
 We heavily reuse content to serve different purposes, with variables to
manage terminology changes
 Permissions allow different users to see only what they need
Overview of Content Management at iovation
W h a t w e d o , i n 5 b u l l e t s
29
 We store reusable content (topics and modules) in a dedicated area; all of this can be
reused anywhere within the content hierarchy
 This is one of the most powerful tenets of the content multiverse: the same
content can exist, in parallel, in many places at once
Reusing and Transforming Content
A l l o w c o n t e x t t o d e t e r m i n e w h a t u s e r s w i l l s e e
30
With simple variable statements, brand names change on-the-fly in topics that
are reused across product lines.
Reusing and Transforming Content
A l l o w c o n t e x t t o d e t e r m i n e w h a t u s e r s w i l l s e e
31
Using privileges to manage the end-user experience:
 MindTouch provides great tools for showing different content to different users
 Groups of users can be set to see only specific hierarchies or part of topics
 User who subscribes to one product only sees content for that product
Using Permissions to Hide Content
R e d u c i n g n o i s e b y e n t i r e l y e l i m i n a t i n g i r r e l e v a n t c o n t e n t
Hidden
content
THROUGH THE
WORMHOLE
What does this mean for the user experience?
33
 Now that you have:
 Profiled your
different types of
users
 Anticipated the
unique content
needs for each
 Broken your content
down into reusable
chunks
 You can build your
content universes.
Designing Parallel Information Universes
R e u s a b l e m o d u l a r c o n t e n t w a s m a d e f o r t h i s
34
 Assemble chunks into information universes for all user types:
 Use variables to target text to use cases  brand names, verticals,
features, etc.
 Use big bold headers and organizers that target business needs
and make navigation RIDCULOUSLY EASY. For a universe of blue
legos:
ORGANIZING BLUE LEGOS INTO BLUE BOXES.
 Or for a universe of green legos:
ORGANIZING GREEN LEGOS INTO GREEN BOXES.
 Use permissions to hide topics that a given user doesnt need, and
combine permissions with variables to hide inline content.
Designing Parallel Information Universes
R e u s a b l e m o d u l a r c o n t e n t w a s m a d e f o r t h i s
35
An integration engineer follows distinct paths depending which product the organization
bought from iovation. This is what it looks like to an author. We see all universes at once.
Assembling Universes
A s s e m b l i n g i n t e g r a t i o n c o n t e n t f o r d i f f e r e n t u s e r t y p e s
Customer Auth concepts
Fraud Prevention
concepts
Customer Auth workflow
Shared
procedures
Fraud Prevention
workflowFraud Prevention
procedures
Shared reference content
Reusabl
e content
iovation content repository
Customer Authentication Integration Guide
Fraud Prevention Integration Guide
Help system / knowledge base
36
And this is what it looks like to an engineer working with the Fraud Prevention
product.
Users only see their own universes
T h e n o i s e w e t a l k e d a b o u t e a r l i e r ? G o n e
Fraud Prevention Integration Guide
As far as the user is concerned, there is only one universe. Its linear, easy to
follow, and free of noise.
37
 At iovation, this is just the
beginning.
 How to incorporate
content hosted in entirely
separate systems, with
very different delivery
models?
 At what point is designing
for reuse more complex
than is beneficial?
Whats Next?
E x p a n d i n g u s e c a s e s t o v e r y d i f f e r e n t u s e r m o d e l s
Q&A

More Related Content

The Multiverse Theory of User Needs

  • 1. LavaCon Tanner Volz | Technical Content Manager, iovation October / 2016 The Multiverse Theory of User Needs
  • 2. AGENDA 2 Content is Noise Who are Your Users, and Why? Designing a Modular Content Experience Managing Modular Content Through the Wormhole
  • 3. 3 The Niceties W h o a m I a n d W h y A m I H e r e Work stuff 18ish years into tech writing & info architecture Designed & built numerous enterprise-scale info systems for product documentation & training Personal stuff Musician and occasional film-maker Nose typically buried in films Contact info (sell me to spammers and I will find you) tv@tannervolz.com 503-803-3201
  • 4. CONTENTBLIND Different people need different things to solve different problems
  • 6. 6 Every day we all wade through many thousands of words and images 2009 UC study estimated Americans consume 34 GB of info / day In 2013, studies suggested that average social media users encounter up to 54,000 words & 443 minutes of video per day We are contentblind Our Thesis: Content is Noise Yo u r u s e r s c o m e f r o m d i f f e r e n t u n i v e r s e s
  • 7. 7 We look for keywords, but need help seeing them Linguistic and design challenge Users buy products to solve specific problems; anticipate those problems and tailor content, keywords, and design Until We Find What We Need S o h e l p t h e m n a v i g a t e y o u r u n i v e r s e
  • 8. WHO ARE YOUR USERS, AND WHY? Defining User Personas and Scenarios
  • 9. 9 A deceptively difficult question: Who are your buyers and, more importantly, why do they buy your products? If multiple products, which? Buyers & users share business problems, but information needs may differ. For example: Buyer personas: Sign the checks. Sales & Marketing pitches speak to them. Content must persuade. Tech savvy buyer may read tech docs. User personas: Implement & validate satisfaction of business need. Technical documentation is roadmap when implementing the solution. Who Are You and Why Did You Buy? W h a t p r o b l e m d o e s t h e p r o d u c t h e l p y o u s o l v e ?
  • 10. 10 At iovation, writers develop user persona breakdown w/ Product, Sales, Marketing, Client Support. Personas include: Fraud analysts study and understand fraud and crime Fraud or risk managers design implementations to address these trends User experience and web designers balance improved authentication experiences with risk of bad users gaining access Web software engineers code the iovation integration into their web or mobile apps (or both) Example: High Level iovation User Personas W h a t p r o b l e m d o e s i o v a t i o n h e l p y o u s o l v e ?
  • 11. 11 Design parallel information experiences for each persona. Each persona brings litany of use cases; before you can design a successful content multiverse, build a user needs taxonomy to understand use cases. User needs taxonomy maps user personas to specific problems that they need to solve Develop a User Needs Taxonomy M a p p r o d u c t u s e c a s e s t o u s e r p e r s o n a s User Use case 1 Use case 2 Use case 3
  • 12. 12 User Needs Taxonomy lays out: Business needs / pain points Relevant variables, such as industry vertical Common challenges Win / loss & financial analysis Cross-department dependencies / effects Anatomy of a User Needs Taxonomy O r , a t a x o n o m y t a x o n o m y Use case 1 Industry Region Business needs Pain 1 Pain 2 Challenges Time Resource s
  • 13. 13 Fraud team lead at an online retailer needs help with: Chronic problem with criminals using stolen credit cards To submit purchases Resulting in expensive charge-backs or penalties. User Experience or Web Designer at a financial institution needs to: Help the Fraud team reduce account takeover While improving a poor authentication experience By reducing painful login steps such as captchas. For these examples, these specifics help us recommend: Where we integrate, and how What initial configuration steps are needed Who will contribute to implementation, and how User Needs Examples i o v a t i o n e x a m p l e s o f p a r a l l e l u n i v e r s e s
  • 14. 14 Neighboring Content Universes i o v a t i o n e x a m p l e s o f p a r a l l e l u n i v e r s e s Subscriber 2: Finance Subscriber 1: Retail API Reference Account takeover scenarios are shared High friction authentication unique to Suscriber 1 Fraud prevention concepts mostly apply to Subscriber 1, but overlap with Authentication concepts for Subscriber 2 Web integration is largely identical; Subscriber 2 also includes Mobile SDK All API reference material is 100% common Mobile SDK Account Takeover fraud scenarios Iovation Fraud Prevention concepts Iovation Customer Authentication concepts Auth friction Web integration Use cases Concept s Integration Reference
  • 15. 15 What Does a User Needs Taxonomy Look Like? N o b o d y s a i d t e c h w r i t i n g w a s e a s y
  • 16. DESIGNING A MODULAR CONTENT EXPERIENCEModularize content to support parallel content universes
  • 17. 17 Content modules are like single lego pieces; each is one part of a kit. Similarly, each content module serves one goal: Procedural: How to do something (Walking to the Bakery) Conceptual: What something is (What is a Bakery) Process: How something works (The Lifecycle of a Scone, From Sugar to Sewer) Reference: List of facts (Scone Ingredients) Content Modularization: What and Why? T h e f i n e a r t o f r e c o m b i n a t i o n
  • 18. 18 A topic, or article, collects related modules focused on a single content goal. Each module is about one aspect of the topics goal. Accomplish this, and you can recombine content modules (aka, cutely, chunks) to serve many different user needs. Modularization: How Does it Work? A K A T h e F i n e A r t o f R e c o m b i n a t i o n Image credit: http://www.eurobricks.com/forum/index.php?/profile/2351-whitefang/
  • 19. 19 Take an article thats a mess of intermingled content types Tagging Disorganized Content I t s a b i t l i k e o r g a n i z i n g a h o a r d e r s g a r d e n s h e d Procedure Reference A bunch of concepts Some unrelated reference content Process Random collection of proceduresProcess diagram that probably should have come first
  • 20. 20 Break it down, tag it, and reassemble it into chunks Unrelated content belongs in another topic Ruthlessly kill repetition Write once, then reuse, reuse, reuse Creating and Assembling Modular Content C o n s o l i d a t e a n d r e d u c e Series of related procedures Introductory concept Supporting reference material Process overview with how it works diagram
  • 21. 21 Focus: Each module answers a single question. Dont repeat: Say everything once. Short and sweet: If it takes more than a few sentences to explain a concept, you may be trying to explain a second concept. Create another module. Label all modules: Use ridiculously obvious headings that speak to user needs. Mix it up: Some content needs complex process diagrams. Some need simple reference tables. Use all of the tools available to you. Templatize: Content, like formatting, benefits from templates. What content should a concept include? Figure it out and make it a template. The Art of Writing Modular Content T h e r e a r e c o u n t l e s s b o o k s a n d c l a s s e s o n t h e t o p i c
  • 22. 22 A new topic on reducing Account Takeover fraud includes the following modules: What is Account Takeover - Conceptual module that defines Account Takeover. Use it anywhere we talk about Account Takeover. How Business Rules Help Stop Account Takeover - Process module about features we will use (iovation business rules) to solve the problem, with a diagram to illustrate. Defining Business Rules to Stop Account Takeover - Procedural module that walks through setting up the business rules. Account Takeover Parameters Reference - Reference module with all the technical details needed to set up the rules. iovation Example B u i l d i n g a t o p i c o n a c c o u n t t a k e o v e r
  • 23. 23 These tenets are all inherited from established structured writing practices. They emphasize semantic tagging of content, strict modularization, reuse, multi-lingual content management, and on-demand content assembly. Read up on these. Information Mapping: http://www.informationmapping.com/en/ DITA (Darwin Information Typing Architecture): https://www.oasis- open.org/committees/dita/faq.php Structured Writing Resources S e e a l s o
  • 24. MANAGING MODULAR CONTENTItalian Herb Mix is fine until you just need some basil
  • 25. 25 Slice / dice content forever but without a way to manage it, this is what awaits you: Modular Content is Nothing Without CMS T h e h e r b m i x m e t a p h o r w o r k s b u t w e r e s t i c k i n g w i t h L e g o s
  • 26. 26 What is Content Management? To o l s y o u n e e d t o b u i l d w o r m h o l e s a c r o s s u n i v e r s e s Image credit: Jeff Pellettierhttp://photos.hgtv.com/photos/viewer/lego-storage-/basement-lego-lounge- with-built_in-storage-system_1
  • 27. 27 Just some of what a good content management system provides: Topic and asset management including versioning and publishing workflows Authoring with both WYSIWYG and code editing support Extensibility to incorporate web-standard technologies Content reuse down to the modular level Variables for brand names, verticals, etc. Content conditions for different scenarios, such as different outputs (HTML v PDF) or classes of users Semantic tagging of content, and separation of content from formatting SEO management, particularly important for public content Defining Technical Content Management A b o t t o m l e s s t o p i c ; t h e s e a r e a f e w t h i n g s t h a t m a t t e r t o u s
  • 28. 28 We use MindTouch, a SaaS solution with robust content creation tools, availability and performance, and structured authoring features Keyword metatags enable us to track both content type (such as procedure) and substance (such as Managing Users); Its very easy to find the content we need, when we need it; also ensures excellent SEO flexibility if we take any content public Our stylesheets (CSS) handle all of our formatting for HTML and PDF; the authoring experience is entirely focused on content We heavily reuse content to serve different purposes, with variables to manage terminology changes Permissions allow different users to see only what they need Overview of Content Management at iovation W h a t w e d o , i n 5 b u l l e t s
  • 29. 29 We store reusable content (topics and modules) in a dedicated area; all of this can be reused anywhere within the content hierarchy This is one of the most powerful tenets of the content multiverse: the same content can exist, in parallel, in many places at once Reusing and Transforming Content A l l o w c o n t e x t t o d e t e r m i n e w h a t u s e r s w i l l s e e
  • 30. 30 With simple variable statements, brand names change on-the-fly in topics that are reused across product lines. Reusing and Transforming Content A l l o w c o n t e x t t o d e t e r m i n e w h a t u s e r s w i l l s e e
  • 31. 31 Using privileges to manage the end-user experience: MindTouch provides great tools for showing different content to different users Groups of users can be set to see only specific hierarchies or part of topics User who subscribes to one product only sees content for that product Using Permissions to Hide Content R e d u c i n g n o i s e b y e n t i r e l y e l i m i n a t i n g i r r e l e v a n t c o n t e n t Hidden content
  • 32. THROUGH THE WORMHOLE What does this mean for the user experience?
  • 33. 33 Now that you have: Profiled your different types of users Anticipated the unique content needs for each Broken your content down into reusable chunks You can build your content universes. Designing Parallel Information Universes R e u s a b l e m o d u l a r c o n t e n t w a s m a d e f o r t h i s
  • 34. 34 Assemble chunks into information universes for all user types: Use variables to target text to use cases brand names, verticals, features, etc. Use big bold headers and organizers that target business needs and make navigation RIDCULOUSLY EASY. For a universe of blue legos: ORGANIZING BLUE LEGOS INTO BLUE BOXES. Or for a universe of green legos: ORGANIZING GREEN LEGOS INTO GREEN BOXES. Use permissions to hide topics that a given user doesnt need, and combine permissions with variables to hide inline content. Designing Parallel Information Universes R e u s a b l e m o d u l a r c o n t e n t w a s m a d e f o r t h i s
  • 35. 35 An integration engineer follows distinct paths depending which product the organization bought from iovation. This is what it looks like to an author. We see all universes at once. Assembling Universes A s s e m b l i n g i n t e g r a t i o n c o n t e n t f o r d i f f e r e n t u s e r t y p e s Customer Auth concepts Fraud Prevention concepts Customer Auth workflow Shared procedures Fraud Prevention workflowFraud Prevention procedures Shared reference content Reusabl e content iovation content repository Customer Authentication Integration Guide Fraud Prevention Integration Guide Help system / knowledge base
  • 36. 36 And this is what it looks like to an engineer working with the Fraud Prevention product. Users only see their own universes T h e n o i s e w e t a l k e d a b o u t e a r l i e r ? G o n e Fraud Prevention Integration Guide As far as the user is concerned, there is only one universe. Its linear, easy to follow, and free of noise.
  • 37. 37 At iovation, this is just the beginning. How to incorporate content hosted in entirely separate systems, with very different delivery models? At what point is designing for reuse more complex than is beneficial? Whats Next? E x p a n d i n g u s e c a s e s t o v e r y d i f f e r e n t u s e r m o d e l s
  • 38. Q&A