New Methods to Analyze Large Open Card Sort: UX Study Designed to Maximize Corporate Buy-In | User Experience Professionals' Association Intl' Conference 2012
Presented to Usability Professionals' Association International Conference (UPA/UXPA) on June 7, 2012 in Las Vegas.
Two main themes in the presentation:
1. Tailor UX study to get stakeholder buy-in, in the unique corporate culture of Cleveland Clinic.
2. We invented our own methods to extract insights from quantitative open card sort to establish corporate-wide standard sitemap.
Presented to Northeast Ohio Usability Professionals' Association (NEOUPA) on Wednesday, April 25, 2012 at Cleveland Clinic.
Two main themes in the presentation:
1. Tailor UX study to get stakeholder buy-in, in the unique corporate culture of Cleveland Clinic.
2. We invented our own methods to extract insights from quantitative open card sort to establish corporate-wide standard sitemap.
First, the new methods contribute to determine navigation menu naming convention and cross-reference points.
Secondly, I'd like to propose the UX & HCI community to include "Cell Plot Analysis" as a new statistical analysis when analyzing quantitative open card sorts.
I have not seen any of the above mentioned in prior literature before.
Feedback welcome.
The next appearance of this presentation will be UPA's International Conference in June 2012.
Everybody can improve the User Experience of a product. You will learn about the Lean UX methodology and how you can include it into your own work, no matter whether you're a developer or manager. A few practical tips that anybody can use help you to get started with UX.
Crowdsourcing Approaches to Big Data Curation - Rio Big Data MeetupEdward Curry
Data management efforts such as Master Data Management and Data Curation are a popular approach for high quality enterprise data. However, Data Curation can be heavily centralised and labour intensive, where the cost and effort can become prohibitively high. The concentration of data management and stewardship onto a few highly skilled individuals, like developers and data experts, can be a significant bottleneck. This talk explores how to effectively involving a wider community of users within big data management activities. The bottom-up approach of involving crowds in the creation and management of data has been demonstrated by projects like Freebase, Wikipedia, and DBpedia. The talk discusses how crowdsourcing data management techniques can be applied within an enterprise context.
Topics covered include:
- Data Quality And Data Curation
- Crowdsourcing
- Case Studies on Crowdsourced Data Curation
- Setting up a Crowdsourced Data Curation Process
- Linked Open Data Example
- Future Research Challenges
Knowledge Management in Healthcare AnalyticsGregory Nelson
The promise of actionable analytics in healthcare poses an inherent challenge as we seek to accelerate the time it takes to go from question to insight to action. The velocity of change, the demand for bigger data, the allure of advanced algorithms, the need for deeper insights, and the cost of inaction make knowledge capture and reuse an all too allusive goal.
In an evolving environment, healthcare organizations need to find ways to make greater use of prior investments in analytics products by reusing the commonalities of proven designs, metadata, business rules, captured learnings, and collaborative insights and applying them to future analytics products. By doing so in a strategic manner, they will be able to create rapid and efficient analytics processes and better manage time to value and reuse.
In this presentation, authors from two very different health systems with two very different patient populations will share their perspectives of the value of knowledge management and discuss the role of analytics in driving towards a learning health system. The authors will highlight opportunities and challenges using examples across clinical, financial, and operational domains.
Look no further than our comprehensive Data Science Training program in Chandigarh. Designed to equip individuals with the skills and knowledge required to thrive in today's data-centric world, our course offers a unique blend of theoretical foundations and hands-on practical experience.
Presented to Northeast Ohio Usability Professionals' Association (NEOUPA) on Wednesday, April 25, 2012 at Cleveland Clinic.
Two main themes in the presentation:
1. Tailor UX study to get stakeholder buy-in, in the unique corporate culture of Cleveland Clinic.
2. We invented our own methods to extract insights from quantitative open card sort to establish corporate-wide standard sitemap.
First, the new methods contribute to determine navigation menu naming convention and cross-reference points.
Secondly, I'd like to propose the UX & HCI community to include "Cell Plot Analysis" as a new statistical analysis when analyzing quantitative open card sorts.
I have not seen any of the above mentioned in prior literature before.
Feedback welcome.
The next appearance of this presentation will be UPA's International Conference in June 2012.
Everybody can improve the User Experience of a product. You will learn about the Lean UX methodology and how you can include it into your own work, no matter whether you're a developer or manager. A few practical tips that anybody can use help you to get started with UX.
Crowdsourcing Approaches to Big Data Curation - Rio Big Data MeetupEdward Curry
Data management efforts such as Master Data Management and Data Curation are a popular approach for high quality enterprise data. However, Data Curation can be heavily centralised and labour intensive, where the cost and effort can become prohibitively high. The concentration of data management and stewardship onto a few highly skilled individuals, like developers and data experts, can be a significant bottleneck. This talk explores how to effectively involving a wider community of users within big data management activities. The bottom-up approach of involving crowds in the creation and management of data has been demonstrated by projects like Freebase, Wikipedia, and DBpedia. The talk discusses how crowdsourcing data management techniques can be applied within an enterprise context.
Topics covered include:
- Data Quality And Data Curation
- Crowdsourcing
- Case Studies on Crowdsourced Data Curation
- Setting up a Crowdsourced Data Curation Process
- Linked Open Data Example
- Future Research Challenges
Knowledge Management in Healthcare AnalyticsGregory Nelson
The promise of actionable analytics in healthcare poses an inherent challenge as we seek to accelerate the time it takes to go from question to insight to action. The velocity of change, the demand for bigger data, the allure of advanced algorithms, the need for deeper insights, and the cost of inaction make knowledge capture and reuse an all too allusive goal.
In an evolving environment, healthcare organizations need to find ways to make greater use of prior investments in analytics products by reusing the commonalities of proven designs, metadata, business rules, captured learnings, and collaborative insights and applying them to future analytics products. By doing so in a strategic manner, they will be able to create rapid and efficient analytics processes and better manage time to value and reuse.
In this presentation, authors from two very different health systems with two very different patient populations will share their perspectives of the value of knowledge management and discuss the role of analytics in driving towards a learning health system. The authors will highlight opportunities and challenges using examples across clinical, financial, and operational domains.
Look no further than our comprehensive Data Science Training program in Chandigarh. Designed to equip individuals with the skills and knowledge required to thrive in today's data-centric world, our course offers a unique blend of theoretical foundations and hands-on practical experience.
Community Capability Model Framework Checklist Tool - Demo & ReviewManjulaPatel
Presented by Manjula Patel (UKOLN, University of Bath) on 14th January 2013, Community Capability Framework for Data-Intensive Research - Applying the Model, CCMDIR Workshop, International Digital Curation Conference 2013, Amsterdam
The world has witnessed explosive digital growth in the last two decades, which has led to a data deluge. This data may be
holding some key business insights or solutions to crucial problems. Data Science is the key that unlocks this possibility
to extract vital insights from the raw digital data. These findings can then be visualized, and communicated to the
decision-makers to be acted upon.Online Data Science Training is the best choice for the students to begin a new life. We
provide Data Science Training and Placement for the students .
Data science training in hyd ppt converted (1)SayyedYusufali
Data Science Online Training In HA comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.hyderabad Data Science Online Training
#datascienceonlinetraininginhyderabad
#datascienceonline
#datascienceonlinetraining
#datascience
Data science training in hyd pdf converted (1)SayyedYusufali
Overview of Data Science Courses Online
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.
What You'll Learn In Data Science Courses Online
Grasp the key fundamentals of data science, coding, and machine learning. Develop mastery over essential analytic tools like R, Python, SQL, and more.
Comprehend the crucial steps required to solve real-world data problems and get familiar with the methodology to think and work like a Data Scientist.
Learn to collect, clean, and analyze big data with R. Understand how to employ appropriate modeling and methods of analytics to extract meaningful data for decision making.
Implement clustering methodology, an unsupervised learning method, and a deep neural network (a supervised learning method).
Build a data analysis pipeline, from collection to analysis to presenting data visually.
#datasciencecoursesonline
#datascience
#datasciencecourses
Data science training in hydpdf converted (1)SayyedYusufali
Best Tableau Training Institute In Hyderabad is a robust growing data visualization tool that is used in the Business Intelligence Industry. EduXFactor Training helps you to simplify raw data in a straightforward format. The data Analysis is high-speed tracking with Tableau tool presenting creations in dashboards and worksheets
This course welcomes anyone who are passionate about playing around with data, regardless of technical or analytical background. Users can create and distribute interactive & sharable dashboards that depict the large data into easily readable graphs and charts.
EduXFactor Tableau course is exclusively designed to help you to learn, practice & explore various tools. This certification will be a stepping -stone to your Business Intelligence journey. Through the entire course, you will get an opportunity to work on varied Tableau active projects Best Tableau Training Institute In Hyderabad
#besttableautraininginstituteinhyderabad
#besttableautraininginstitute
#besttableautraining
What is data mining? The process of analyzing data to discover hidden patterns and relationships that can help you manage and improve your business.
Check out: www.eleaderstochange.com
Follow #eleaders2change
Which institute is best for data science?DIGITALSAI1
EduXfactor is the top and best data science training institute in hyderabad offers data science training with 100% placement assistance with course certification.
Join us for the Best Selenium certification course at Edux factor and enrich your carrier.
Dream for wonderful carrier we make to achieve your dreams come true Hurry up & enroll now.
<a href="https://eduxfactor.com/selenium-online-training">Best Selenium certification course</a>
Data Science Online Training In HA comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.hyderabad Data Science Online Training
#datascienceonlinetraininginhyderabad
#datascienceonline
#datascienceonlinetraining
#datascience
Data science training institute in hyderabadVamsiNihal
Exploring the EduXfactor Data Science Training program, you will learn components of the Data Science lifecycle such as Big Data, Hadoop, Machine Learning, Deep Learning & R programming. Our professional experts will teach you how to adopt a blend of mathematics, statistics, business acumen, tools, algorithms & machine learning techniques. You will learn how to handle a large amount of data information & process it according to any firm business strategy.
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.
Eduxfactor is an online data science training institution based in Hyderabad. A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Data science online training in hyderabadVamsiNihal
Exploring the EduXfactor Data Science Training program, you will learn components of the Data Science lifecycle such as Big Data, Hadoop, Machine Learning, Deep Learning & R programming. Our professional experts will teach you how to adopt a blend of mathematics, statistics, business acumen, tools, algorithms & machine learning techniques. You will learn how to handle a large amount of data information & process it according to any firm business strategy.
Overview of Data Science Courses Online
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.
What You'll Learn In Data Science Courses Online
Grasp the key fundamentals of data science, coding, and machine learning. Develop mastery over essential analytic tools like R, Python, SQL, and more.
Comprehend the crucial steps required to solve real-world data problems and get familiar with the methodology to think and work like a Data Scientist.
Learn to collect, clean, and analyze big data with R. Understand how to employ appropriate modeling and methods of analytics to extract meaningful data for decision making.
Implement clustering methodology, an unsupervised learning method, and a deep neural network (a supervised learning method).
Build a data analysis pipeline, from collection to analysis to presenting data visually.
#datasciencecoursesonline
#datascience
#datasciencecourses
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge
EduXfactor is the top and best data science training institute in hyderabad offers data science training with 100% placement assistance with course certification.
Data science online training in hyderabadVamsiNihal
Exploring the EduXfactor Data Science Training program, you will learn components of the Data Science lifecycle such as Big Data, Hadoop, Machine Learning, Deep Learning & R programming. Our professional experts will teach you how to adopt a blend of mathematics, statistics, business acumen, tools, algorithms & machine learning techniques. You will learn how to handle a large amount of data information & process it according to any firm business strategy.
Similar to New Methods to Analyze Large Open Card Sort: UX Study Designed to Maximize Corporate Buy-In | User Experience Professionals' Association Intl' Conference 2012
Community Capability Model Framework Checklist Tool - Demo & ReviewManjulaPatel
Presented by Manjula Patel (UKOLN, University of Bath) on 14th January 2013, Community Capability Framework for Data-Intensive Research - Applying the Model, CCMDIR Workshop, International Digital Curation Conference 2013, Amsterdam
The world has witnessed explosive digital growth in the last two decades, which has led to a data deluge. This data may be
holding some key business insights or solutions to crucial problems. Data Science is the key that unlocks this possibility
to extract vital insights from the raw digital data. These findings can then be visualized, and communicated to the
decision-makers to be acted upon.Online Data Science Training is the best choice for the students to begin a new life. We
provide Data Science Training and Placement for the students .
Data science training in hyd ppt converted (1)SayyedYusufali
Data Science Online Training In HA comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.hyderabad Data Science Online Training
#datascienceonlinetraininginhyderabad
#datascienceonline
#datascienceonlinetraining
#datascience
Data science training in hyd pdf converted (1)SayyedYusufali
Overview of Data Science Courses Online
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.
What You'll Learn In Data Science Courses Online
Grasp the key fundamentals of data science, coding, and machine learning. Develop mastery over essential analytic tools like R, Python, SQL, and more.
Comprehend the crucial steps required to solve real-world data problems and get familiar with the methodology to think and work like a Data Scientist.
Learn to collect, clean, and analyze big data with R. Understand how to employ appropriate modeling and methods of analytics to extract meaningful data for decision making.
Implement clustering methodology, an unsupervised learning method, and a deep neural network (a supervised learning method).
Build a data analysis pipeline, from collection to analysis to presenting data visually.
#datasciencecoursesonline
#datascience
#datasciencecourses
Data science training in hydpdf converted (1)SayyedYusufali
Best Tableau Training Institute In Hyderabad is a robust growing data visualization tool that is used in the Business Intelligence Industry. EduXFactor Training helps you to simplify raw data in a straightforward format. The data Analysis is high-speed tracking with Tableau tool presenting creations in dashboards and worksheets
This course welcomes anyone who are passionate about playing around with data, regardless of technical or analytical background. Users can create and distribute interactive & sharable dashboards that depict the large data into easily readable graphs and charts.
EduXFactor Tableau course is exclusively designed to help you to learn, practice & explore various tools. This certification will be a stepping -stone to your Business Intelligence journey. Through the entire course, you will get an opportunity to work on varied Tableau active projects Best Tableau Training Institute In Hyderabad
#besttableautraininginstituteinhyderabad
#besttableautraininginstitute
#besttableautraining
What is data mining? The process of analyzing data to discover hidden patterns and relationships that can help you manage and improve your business.
Check out: www.eleaderstochange.com
Follow #eleaders2change
Which institute is best for data science?DIGITALSAI1
EduXfactor is the top and best data science training institute in hyderabad offers data science training with 100% placement assistance with course certification.
Join us for the Best Selenium certification course at Edux factor and enrich your carrier.
Dream for wonderful carrier we make to achieve your dreams come true Hurry up & enroll now.
<a href="https://eduxfactor.com/selenium-online-training">Best Selenium certification course</a>
Data Science Online Training In HA comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.hyderabad Data Science Online Training
#datascienceonlinetraininginhyderabad
#datascienceonline
#datascienceonlinetraining
#datascience
Data science training institute in hyderabadVamsiNihal
Exploring the EduXfactor Data Science Training program, you will learn components of the Data Science lifecycle such as Big Data, Hadoop, Machine Learning, Deep Learning & R programming. Our professional experts will teach you how to adopt a blend of mathematics, statistics, business acumen, tools, algorithms & machine learning techniques. You will learn how to handle a large amount of data information & process it according to any firm business strategy.
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.
Eduxfactor is an online data science training institution based in Hyderabad. A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Data science online training in hyderabadVamsiNihal
Exploring the EduXfactor Data Science Training program, you will learn components of the Data Science lifecycle such as Big Data, Hadoop, Machine Learning, Deep Learning & R programming. Our professional experts will teach you how to adopt a blend of mathematics, statistics, business acumen, tools, algorithms & machine learning techniques. You will learn how to handle a large amount of data information & process it according to any firm business strategy.
Overview of Data Science Courses Online
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge.
What You'll Learn In Data Science Courses Online
Grasp the key fundamentals of data science, coding, and machine learning. Develop mastery over essential analytic tools like R, Python, SQL, and more.
Comprehend the crucial steps required to solve real-world data problems and get familiar with the methodology to think and work like a Data Scientist.
Learn to collect, clean, and analyze big data with R. Understand how to employ appropriate modeling and methods of analytics to extract meaningful data for decision making.
Implement clustering methodology, an unsupervised learning method, and a deep neural network (a supervised learning method).
Build a data analysis pipeline, from collection to analysis to presenting data visually.
#datasciencecoursesonline
#datascience
#datasciencecourses
A comprehensive up-to-date Data Science course that includes all the essential topics of the Data Science domain, presented in a well-thought-out structure.
Taught and developed by experienced and certified data professionals, the course goes right from collecting raw digital data to presenting it visually. Suitable for those with computer backgrounds, analytic mindset, and coding knowledge
EduXfactor is the top and best data science training institute in hyderabad offers data science training with 100% placement assistance with course certification.
Data science online training in hyderabadVamsiNihal
Exploring the EduXfactor Data Science Training program, you will learn components of the Data Science lifecycle such as Big Data, Hadoop, Machine Learning, Deep Learning & R programming. Our professional experts will teach you how to adopt a blend of mathematics, statistics, business acumen, tools, algorithms & machine learning techniques. You will learn how to handle a large amount of data information & process it according to any firm business strategy.
Similar to New Methods to Analyze Large Open Card Sort: UX Study Designed to Maximize Corporate Buy-In | User Experience Professionals' Association Intl' Conference 2012 (20)
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Le nuove frontiere dell'AI nell'RPA con UiPath Autopilot™UiPathCommunity
In questo evento online gratuito, organizzato dalla Community Italiana di UiPath, potrai esplorare le nuove funzionalità di Autopilot, il tool che integra l'Intelligenza Artificiale nei processi di sviluppo e utilizzo delle Automazioni.
📕 Vedremo insieme alcuni esempi dell'utilizzo di Autopilot in diversi tool della Suite UiPath:
Autopilot per Studio Web
Autopilot per Studio
Autopilot per Apps
Clipboard AI
GenAI applicata alla Document Understanding
👨🏫👨💻 Speakers:
Stefano Negro, UiPath MVPx3, RPA Tech Lead @ BSP Consultant
Flavio Martinelli, UiPath MVP 2023, Technical Account Manager @UiPath
Andrei Tasca, RPA Solutions Team Lead @NTT Data
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
New Methods to Analyze Large Open Card Sort: UX Study Designed to Maximize Corporate Buy-In | User Experience Professionals' Association Intl' Conference 2012
1. Usability Professionals' Association
International Conference, 2012
New Methods to Analyze Large Open
Card Sort:
Cleveland Clinic's First UX Study
Kaitlan Chu | Information Architect | Cleveland Clinic
2. Usability Professionals' Association
International Conference, 2012
Connect with Me
Email
ChuK@ccf.org
Twitter
@KaitlanChu
LinkedIn
linkedin.com/in/KaitlanChu
SlideShare
slideshare.net/KaitlanChu
3. Usability Professionals' Association
International Conference, 2012
Cross reference + Category labels
New Methods to Analyze Quantitative
Open Card Sort:
Cleveland Clinic's First UX Study
Formal, full-cycle, by in-house staff
Kaitlan Chu | Information Architect | Cleveland Clinic
4. Usability Professionals' Association
International Conference, 2012
New Methods to Analyze Quantitative
Open Card Sort:
Cleveland Clinic's First UX Study
Designed to maximize stakeholder buy-in
Kaitlan Chu | Information Architect | Cleveland Clinic
5. Background Planning Data Collection Analysis Impact
About
• Cleveland Clinic
One of Top 4 Hospital in US
41,000+ Employees
•Digital Marketing
ClevelandClinic.org
13,000 Pages
120,000 visits/day
Most visited US hospital site
$5/visit in contribution margin
6. Background Planning Data Collection Analysis Impact
About
•Sole IA for ClevelandClinic.org
•Thought leadership: Usability / Navigation
•Sign off on site changes
•First to conduct UX studies in house
•Academic research background
•Analytics & front-end development, Fortune 100
7. Background Planning Data Collection Analysis Impact
Influence Decision Makers
• Who they are
• How they think
8. Background Planning Data Collection Analysis Impact
Influence Decision Makers
• Who they are
• How they think
9. Background Planning Data Collection Analysis Impact
Influence Decision Makers
• Who they are
• How they think
Quantitative Studies Authoritative Sources
10. Background Planning Data Collection Analysis Impact
State of Site Structure
• Lack of IA governance
• Inconsistent navigation Household caregiver
• Friction navigating site
11. Background Planning Data Collection Analysis Impact
Current State of Sites
Needs a standard site map
• Lack of governance
applicable to all departments
• Inconsistent navigation
• Increased learning curve
12. Background Planning Data Collection Analysis Impact
Create a UX Opportunity
• Started out as a design dilemma
• Real problem – inconsistent site structures
• Solution – standardize IA – standard sitemap
13. Background Planning Data Collection Analysis Impact
If you have $300, one month,
how would you design the study?
14. Background Planning Data Collection Analysis Impact
Plan the study
• Quantitative Corporate culture
• Open card sort No presumption
• Online, remote Content inventory
• Put together a team Participant Recruiting: Panel
• Budget $300 Statistical Analysis
• Analysis guidelines Hard to find; Invent our own
15. Background Planning Data Collection Analysis Impact
Research Questions
• Elements of a sitemap
•Number of categories
•Content within categories
•Cross-reference ?
•Category label ?
16. Background Planning Data Collection Analysis Impact
Generate Cards
• Full Content Inventory
• 71 cards
17. Background Planning Data Collection Analysis Impact
Online open
card sort
• Sort all 71 cards
• See card label &
description
• Name each
category
18. Background Planning Data Collection Analysis Impact
Troubling Response Rate
• Pilot-tested with internal staff Don’t represent real users
• Completion time:
• Pilot test: 20 min
• Panel: 45 min
• Limited budget
“That interactive study takes a long time to complete and
we’re working for very little incentives.”
“That was fun! Please contact me again for this type of study.”
19. Background Planning Data Collection Analysis Impact
Cross reference + Category labels
New Methods to Analyze Quantitative
Open Card Sort:
Cleveland Clinic's First UX Study
20. Background Planning Data Collection Analysis Impact
Statistical Analysis Methods
• 179 completes, 71 cards => 12710 lines in excel New Method
Cluster (Dendrogram) Multidimensional Scaling Cell Plot
Optimal Sort: Built-in analysis
User Point Free Cluster Analysis Tool
21. Background Planning Data Collection Analysis Impact
Optimal Sort Dendrogram
22. Background Planning Data Collection Analysis Impact
23. Background Planning Data Collection Analysis Impact
In-house Cluster Analysis
28. Background Planning Data Collection Analysis Impact
Category Labels
• Elements of a sitemap
• What keywords to use •Number of categories
•Content within categories
• What NOT to use •Cross-reference
•Category label ?
29. Background Planning Data Collection Analysis Impact
Keyword Frequency
? Participant #1 #2, #3, #4………… Participant #179
words words
Patient 1378
Info 632
General 152
Care 81
Appointment 80
Resource 60
Become 17
30. Background Planning Data Collection Analysis Impact
Impact of the study
• Established a standard sitemap
Accepted by all departments
• Stakeholders see the value
Greatly increased budget line
• Increase perceived value of my
team & UX studies
31. Background Planning Data Collection Analysis Impact
Application of Standard Sitemap
32. Background Planning Data Collection Analysis Impact
Conclusions & Discussions
• Tailor UX study to corporate culture
• Analyze data in as many methods as possible
• Cluster
• Multidimensional Scaling 3D
• Cell Plot
• Keyword Frequency
• Pre-test online study in-person
• - Mix qualitative & quantitative
• - Test the usability of online study
• Pilot test with participants represent real users
• Provide decent participant incentives
• Number of cards?
34. Usability Professionals' Association
International Conference, 2012
References
•Capra, M. (2005) Factor Analysis of Card Sort Data: An Alternative to Hierarchical Cluster Analysis. Human Factors and Ergonomics Society Annual
Meeting Proceedings, Computer Systems , pp. 691-695(5). Human Factors and Ergonomics Society.
•Hinkle, V. (2008, October) Card-Sorting: What You Need to Know about analyzing and Interpreting Card Sorting Results. Retrieved on February 15
2011 from Usability News October 2008, Vol. 10 Issue 2 (http://www.surl.org/usabilitynews/102/cardsort.asp).
•Krystal M. Lewis, Peter Hepburn, (2010) "Open card sorting and factor analysis: a usability case study", Electronic Library, The, Vol. 28 Iss: 3, pp.401 –
416
•Paul, Celeste Lyn (2008) “A modified Delphi Approach to a New Card Sorting Methodology” Journal of Usability Studies 4 (1), 7-30.
•Puskala, A. (Nov 17 2009) Card Sort cluster analysis tool 1.1. Retrieved on February 15 2010 from User Point (
http://www.userpoint.fi/tools/card_sort_cluster_analysis_tool/).
•Spencer, D. (2009) Card Sorting: Designing Usable Categories. New York: Rosenfeld Media.
•Spencer, D. (2007, June 7) Card sort analysis spreadsheet. Retrieved on February 15 2011 from RosenfeldMedia.com (
http://rosenfeldmedia.com/books/cardsorting/blog/card_sort_analysis_spreadsheet).
•Tullis, T. & Albert, B. (2008) Measuring the User Experience: Collecting, Analyzing, and Presenting Usability Metrics. Burlington, MA: Morgan
Kaufmann Publishers.
•Tullis, T. & Wood, L.E. (2005). How Can You Do a Card-sorting Study with LOTS of Cards? Poster presented at the Annual Meeting of the Usability
Professionals Association, June 24 - July 1, Montreal, QB, Canada.
•Free tool to generate cluster analysis for large open card sort http://www.userpoint.fi/tools/card_sort_cluster_analysis_tool/
35. Usability Professionals' Association
International Conference, 2012
Special Thanks to
•Amy Sternad
•Michelle Tackla Wallace
•Amanda Beacher
•Jieying Jane Chen
•Zhijie Li
•Scott Linabarger
•Lynn Pecl
36. Background Planning Data Collection Analysis Impact
Editor's Notes
So we set up the study in optimalsort, Market research department were the ones who did the actual data collection.
So we set up the study in optimalsort, Market research department were the ones who did the actual data collection.
So we set up the study in optimalsort, Market research department were the ones who did the actual data collection.
Qualitative data – emotional persuasion boss cube, first line of defense. Chair/manager making requests. In the past we let them drive. Now we have sitemap to guide them Department requests UX study. No proposal necessary. No struggle with participant incentives.