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AI in HR Tech: Trends, Use cases and Demos
Harbinger Systems
in association with HR.com
December 11, 2018
© 2018 Harbinger Systems | www.harbinger-systems.com 2
Speaker Introduction
Shrikant Pattathil Maheshkumar Kharade
President
Harbinger Systems
AGM - Technology
Harbinger Systems
© 2018 Harbinger Systems | www.harbinger-systems.com
Agenda
Key AI Trends in HRTech
Demos and use cases of AI enabled applications
Challenges faced in leveraging AI features and how to overcome those?
Summary
Poll #1
What best describes your role?
• Practitioner
• Product Vendor
• Service provider (consultant,
implementation, etc)
• Other
How many employees are there in your organization?
• 1 – 250
• 250 – 1000
• 1000 - 5000
• 5000+
Poll #2
© 2018 Harbinger Systems | www.harbinger-systems.com
Key AI Trends in HRTech
© 2018 Harbinger Systems | www.harbinger-systems.com
Key AI Trends in HRTech – Harbinger Analysis
Ref: The State of AI in HR 2018 industry research (preview) by HR.com
Talent Acquisition
Training and
Development
Performance
Management
Time and Attendance
Higher AI Adoption
Lower AI Adoption
Benefits, Payroll and
Others..
Virtual Assistant
Recommendation Engine
Pattern Recognition
Analytics
Trend Dashboard
Anomaly Detection
Predictive Analytics
© 2018 Harbinger Systems | www.harbinger-systems.com
Question #1 –Are you using AI in any other
HR apps or modules?
© 2018 Harbinger Systems | www.harbinger-systems.com
Demos and use cases of AI enabled applications
© 2018 Harbinger Systems | www.harbinger-systems.com
Example #1: Course Discovery Chatbot
© 2018 Harbinger Systems | www.harbinger-systems.com
Example #2: Chatbot solution for improving efficiency of Ticketing System
About Customer
• A US based technology
company employing over
100K employees
worldwide
• Employees include
skilled engineers,
unskilled staff, contract
staff and senior
managers
HR ticketing situation
• Average 1300 tickets
daily from employees
• Limited number of HR
and Support reps
• Stringent SLAs
• As a result, long wait
times, unsatisfactory
resolutions, increased
anxiety and escalations.
Solution for situation
• A Chatbot that can
handle routine HR
requests without
bothering the HR staff
• Chatbot that integrates
with popular channels
like (Skype, Phone)
• Chatbot that
understands different
languages, dialects and
expressions
• Chatbot that can connect
with HR staff if needed
Result
• Significant improvement
in ticketing productivity
• HR reps focused on
complex requests
• Less anxious and more
excited employees
• Continuous analytics of
Chatbot performance for
betterment of service
models
• Bot auto trained on
request resolution
© 2018 Harbinger Systems | www.harbinger-systems.com
Chatbot training workflow
1
2
3
4
5
6
Poll #3
Are you seeing value being derived from the ‘AI features” of
the HR applications that you are currently using?
• Yes
• No
• Don’t know
© 2018 Harbinger Systems | www.harbinger-systems.com
Challenges faced in leveraging AI features and
how to overcome those?
© 2018 Harbinger Systems | www.harbinger-systems.com 14
Challenges
Gathering
(Multiple
Sources)
Cleansing
Anonymizing
Organizing
Raw data transformation to
good AI data
Good
Data
Right
Model
Better AI
Getting “Good Data”
is the biggest
challenge and most
time consuming!
Data
processing
is unique to
each
organization
© 2018 Harbinger Systems | www.harbinger-systems.com
Example #1: Training data automation for
Chatbot
© 2018 Harbinger Systems | www.harbinger-systems.com
Demo
© 2018 Harbinger Systems | www.harbinger-systems.com
Example of an application to generate questions (better quality training data)
Submit Content
Copy your content into Quillionz.
Choose Keywords
Tell Quillionz which keywords are
important for question creation.
Review Content
Review and edit your content to get it
ready for the Quillionz AI engine.
Get Question Ideas
Get quality question ideas within
seconds, and tweak them as you wish.
Case/Ticket Details Domain specific corpus Expert Review FAQs
© 2018 Harbinger Systems | www.harbinger-systems.com
Example #2: Custom AI component for
Talent acquisition
© 2018 Harbinger Systems | www.harbinger-systems.com
Use case - Custom AI component for Talent acquisition
Analytics
Position
Area
Compensation
Custom Component
Job and Compensation Data
NLP Based Parser
Connector
Data Cleansing
Machine Learning
DB
© 2018 Harbinger Systems | www.harbinger-systems.com
Summary
© 2018 Harbinger Systems | www.harbinger-systems.com 21
Recap
AI in HRTech
• Higher adoption of AI in
Talent acquisition,
Training and
development,
Performance
Management and Time
and Attendance
Challenges
• Access to data from
multiple sources
• Provide continuous
training to underlying AI
models
• ONE-SIZE-FITS-ALL
solution approach not
applicable for all
organizations
Key to success
• Supporting applications
or custom solutions for
sourcing and processing
of internal and external
data
© 2018 Harbinger Systems | www.harbinger-systems.com
QnA
Please use Question Box
© 2018 Harbinger Systems | www.harbinger-systems.com
Thank you
23
Contact Us
Shrikant Pattathil – shrikant@harbingergroup.com
Maheshkumar Kharade – maheshkumar@harbingergroup.com
© 2018 Harbinger Systems | www.harbinger-systems.com 24
Use Case – NLP based Resume Parser
“Harbinger’s talent management executive needs to hire a
candidate with a particular skill set. For every job position, they
receive 1000s of resumes having a lot of variability and ambiguity
in the language used. In order to match every CV against open job
positions, its a time-consuming process as they use conventional
resume parsing tools. Most of the resume parsers available today
are rule-based and fails to 'understand' the resumes in the
context of a given job position”
© 2018 Harbinger Systems | www.harbinger-systems.com
Demo

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Ai in HR Tech: Trends, Use cases, and Demos

  • 1. AI in HR Tech: Trends, Use cases and Demos Harbinger Systems in association with HR.com December 11, 2018
  • 2. © 2018 Harbinger Systems | www.harbinger-systems.com 2 Speaker Introduction Shrikant Pattathil Maheshkumar Kharade President Harbinger Systems AGM - Technology Harbinger Systems
  • 3. © 2018 Harbinger Systems | www.harbinger-systems.com Agenda Key AI Trends in HRTech Demos and use cases of AI enabled applications Challenges faced in leveraging AI features and how to overcome those? Summary
  • 4. Poll #1 What best describes your role? • Practitioner • Product Vendor • Service provider (consultant, implementation, etc) • Other How many employees are there in your organization? • 1 – 250 • 250 – 1000 • 1000 - 5000 • 5000+ Poll #2
  • 5. © 2018 Harbinger Systems | www.harbinger-systems.com Key AI Trends in HRTech
  • 6. © 2018 Harbinger Systems | www.harbinger-systems.com Key AI Trends in HRTech – Harbinger Analysis Ref: The State of AI in HR 2018 industry research (preview) by HR.com Talent Acquisition Training and Development Performance Management Time and Attendance Higher AI Adoption Lower AI Adoption Benefits, Payroll and Others.. Virtual Assistant Recommendation Engine Pattern Recognition Analytics Trend Dashboard Anomaly Detection Predictive Analytics
  • 7. © 2018 Harbinger Systems | www.harbinger-systems.com Question #1 –Are you using AI in any other HR apps or modules?
  • 8. © 2018 Harbinger Systems | www.harbinger-systems.com Demos and use cases of AI enabled applications
  • 9. © 2018 Harbinger Systems | www.harbinger-systems.com Example #1: Course Discovery Chatbot
  • 10. © 2018 Harbinger Systems | www.harbinger-systems.com Example #2: Chatbot solution for improving efficiency of Ticketing System About Customer • A US based technology company employing over 100K employees worldwide • Employees include skilled engineers, unskilled staff, contract staff and senior managers HR ticketing situation • Average 1300 tickets daily from employees • Limited number of HR and Support reps • Stringent SLAs • As a result, long wait times, unsatisfactory resolutions, increased anxiety and escalations. Solution for situation • A Chatbot that can handle routine HR requests without bothering the HR staff • Chatbot that integrates with popular channels like (Skype, Phone) • Chatbot that understands different languages, dialects and expressions • Chatbot that can connect with HR staff if needed Result • Significant improvement in ticketing productivity • HR reps focused on complex requests • Less anxious and more excited employees • Continuous analytics of Chatbot performance for betterment of service models • Bot auto trained on request resolution
  • 11. © 2018 Harbinger Systems | www.harbinger-systems.com Chatbot training workflow 1 2 3 4 5 6
  • 12. Poll #3 Are you seeing value being derived from the ‘AI features” of the HR applications that you are currently using? • Yes • No • Don’t know
  • 13. © 2018 Harbinger Systems | www.harbinger-systems.com Challenges faced in leveraging AI features and how to overcome those?
  • 14. © 2018 Harbinger Systems | www.harbinger-systems.com 14 Challenges Gathering (Multiple Sources) Cleansing Anonymizing Organizing Raw data transformation to good AI data Good Data Right Model Better AI Getting “Good Data” is the biggest challenge and most time consuming! Data processing is unique to each organization
  • 15. © 2018 Harbinger Systems | www.harbinger-systems.com Example #1: Training data automation for Chatbot
  • 16. © 2018 Harbinger Systems | www.harbinger-systems.com Demo
  • 17. © 2018 Harbinger Systems | www.harbinger-systems.com Example of an application to generate questions (better quality training data) Submit Content Copy your content into Quillionz. Choose Keywords Tell Quillionz which keywords are important for question creation. Review Content Review and edit your content to get it ready for the Quillionz AI engine. Get Question Ideas Get quality question ideas within seconds, and tweak them as you wish. Case/Ticket Details Domain specific corpus Expert Review FAQs
  • 18. © 2018 Harbinger Systems | www.harbinger-systems.com Example #2: Custom AI component for Talent acquisition
  • 19. © 2018 Harbinger Systems | www.harbinger-systems.com Use case - Custom AI component for Talent acquisition Analytics Position Area Compensation Custom Component Job and Compensation Data NLP Based Parser Connector Data Cleansing Machine Learning DB
  • 20. © 2018 Harbinger Systems | www.harbinger-systems.com Summary
  • 21. © 2018 Harbinger Systems | www.harbinger-systems.com 21 Recap AI in HRTech • Higher adoption of AI in Talent acquisition, Training and development, Performance Management and Time and Attendance Challenges • Access to data from multiple sources • Provide continuous training to underlying AI models • ONE-SIZE-FITS-ALL solution approach not applicable for all organizations Key to success • Supporting applications or custom solutions for sourcing and processing of internal and external data
  • 22. © 2018 Harbinger Systems | www.harbinger-systems.com QnA Please use Question Box
  • 23. © 2018 Harbinger Systems | www.harbinger-systems.com Thank you 23 Contact Us Shrikant Pattathil – shrikant@harbingergroup.com Maheshkumar Kharade – maheshkumar@harbingergroup.com
  • 24. © 2018 Harbinger Systems | www.harbinger-systems.com 24 Use Case – NLP based Resume Parser “Harbinger’s talent management executive needs to hire a candidate with a particular skill set. For every job position, they receive 1000s of resumes having a lot of variability and ambiguity in the language used. In order to match every CV against open job positions, its a time-consuming process as they use conventional resume parsing tools. Most of the resume parsers available today are rule-based and fails to 'understand' the resumes in the context of a given job position”
  • 25. © 2018 Harbinger Systems | www.harbinger-systems.com Demo

Notes de l'éditeur

  1. Agenda - What u will get
  2. # of employees in company Give range to select
  3. Agenda - What u will get
  4. Effectiveness of AI currently implemented