SlideShare a Scribd company logo
1 of 69
Artificial Intelligence for
Human Resources. Text-based
sources.MEANINGCLOUD – WEBINAR – JUN-06 2018
JUN-6-WEDNESDAY. HOLD ON!, WE ARE ABOUT TO
BEGIN…
• 11 AM (EASTERN TIME U.S-CANADA)
• 08 AM (PACIFIC STANDARD TIME)
05 PM (CENTRAL EUROPEAN TIME)
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
2
Short Introduction: Eduardo Valencia
LIBROS
PEOPLE ANALYTICS-ES PEOPLE ANALYTICS-US
DATA COACHING
• Background as a linguist in the XX century
• Data Analytics roles since 1995
• New York-based.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
3
Natural Language Processing for HR
https://www.hranalyticsacademy.com/natur
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
4
On-campus Master in People Analytics
Master. On-campus. Madrid. Data &
Analytics for Human Resources
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
5
How to participate
1. Send questions with the
CHAT feature
2. Click your RAISE YOUR
HAND button to speak. We
will enable your mic.
The recording as well as the
presentation will be available
online
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
6
Reasons 2 live demos
Agenda
Focus on text-analytics
for the HR
departments
Artificial
Intelligence
Questions
Answers
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
8
Artificial Intelligence: definitions
Artificial
Intelligence
DEFINITIO
NS
Artificial
intelligence (AI) is the
ability of a computer
program or
a machine to think
and learn.
Artificial
intelligence (AI) is the
ability of a computer
program or
a machine to think
and learn.
Artificial
Intelligence is the
replication of
human intelligence
in computers.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
9
Robots replacing human beings
Elon Musk:
“Robots will
take your
jobs,
government
will have to
pay your
wages!”
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
10
A threat to humankind?
Elon
Musk
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
11
Apocalypse Now!!!!!!
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
12
The 3 rules of good AI for Hr by MeaningCloud
#1. Understand causes
#2. Anticipate consequences
#3. Explain it all to the stake-holders
http://www.eduardovalencia.com/2017/10/clear-and-simple-algorithms-for-people.html
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
13
About unstructured data = about text sources
Artificial
Intelligence
Artificial
intelligence (AI) is the
ability of a computer
program or
a machine to think
and learn.
Did you know that 80% of
business-relevant
information is made up of
text?
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
14
A great opportunity
Artificial
Intelligence
Artificial
intelligence (AI) is the
ability of a computer
program or
a machine to think
and learn.
There is a great opportunity
for those who can leverage
that type of data.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
15
The problem
Artificial
Intelligence
Artificial
intelligence (AI) is the
ability of a computer
program or
a machine to think
and learn.
But, there is a problem. The
information available is
massive.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
16
NLP subdiscipline of Artificial Intelligence
Artificial
Intelligence
Artificial
intelligence (AI) is the
ability of a computer
program or
a machine to think
and learn.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
17
Remember!
Natural Language Processing is the
ability of machines to understand
and interpret human language the
way we human beings do.
Collecting
Text-based data on social
networks, surveys…
structured and
non-structured data
Dashboards-Queries-Alerts
Tagging
Semantic platform
Architecture
Sales ERP-HRIS VOC
1
1.
2.
3.
4.
5.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
19
What is Natural Language Processing?
#1. We humans are rather talkative!
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
20
What is Natural Language Processing?
#2. Chatbots are cool!
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
21
#2. Chatbots
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
22
#3 Open-ended questions
#3. More and more open-ended
questions
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
23
#3 Open-ended questions
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
24
#3 Open-ended questions
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
25
#4 VoE
#4. Listening to the Voice of the
Employee is a must
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
26
#5 Exit surveys
#5. Exit interviews point out to
necessary improvements
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
27
#5 Exit surveys
"What are your main reasons for leaving?"
"What did you like most/least about the
organization?"
"What, if improved, would have caused you to
stay at the organization?"
"Would you recommend the organization to
others as a good place to work, study, join?"
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
28
#6 Resumes
#6: Automation of resume reading
saves a lot of work.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
29
#7 General-purpose NLP tricks
#7. Lastly, several general purpose
NLP tricks
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
30
#7 General-purpose NLP tricks
a. Automatic sumarization
1. Summaries reduce reading time.
2. When researching documents, summaries make the selection process
easier.
3. Automatic summarization improves the effectiveness of indexing.
4. Automatic summarization algorithms are less biased than human
summarizers.
5. Personalized summaries are useful in question-answering systems as
they provide personalized information.
6. Using automatic or semi-automatic summarization systems enables
commercial abstract services to increase the number of texts they are
able to process.
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
31
#7 General-purpose NLP tricks
b. Text-to-Speech
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
32
#7 General-purpose NLP tricks
c. Machine Translation
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
33
#7 General-purpose NLP tricks
d Spell correctors
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
34
Takeaways
• 1. 80% is text
• 4. Voice of Employee
• 3. Open-ended questions
• 2. Chatbots are cool
• 5. Exit surveys
• 6. Resumes
• 7. Miscellanea: Summarization, text-to-speech, machine translation, spell
correctors
35
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Artificial Intelligence POLL
Artificial
Intelligence
POLL
Take the poll, please…
Artificial Intelligence... Which areas of
practice at AI do you think may add value
to your HR department?
(MULTIPLE ANSWERS, THIS IS NOT A TRAP,
NO RIGHT ANSWER,
Trying our free
demo of Voice
of the
Employee
https://www.meaningcloud.com/demos/voice-of-the-employee-
37
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
The wedding cake 1
38
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
The wedding cake 2
39
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Vertical Packs: voice of the employee
https://www.meaningcloud.com/products/vertical-packs
40
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Vertical Packs: voice of the employee
https://www.meaningcloud.com/developer/documentation/vertical-packs
41
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
3 classification models: PERFORMANCE REVIEW
•Performance Review, to
analyze the performance
reviews of an employees.
Sources are regularly open-
ended questions at different
surveys such as eNPS or
performance reviews.
•https://www.meaningcloud.com
/developer/documentation/supp
orted-deep-categorization-
models/voe-performance
42
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
3 classification models: ORGANIZATION
•2. Organization, to analyze the
opinion of the employees about
the company. Typical sources
include employee forums, social
networks or focus groups.
•https://www.meaningcloud.com
/developer/documentation/supp
orted-deep-categorization-
models/voe-organization
43
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
3 classification models: Exit Interviews
•3. Exit Interview, to analyze
why employees leave the
company.
•https://www.meaningcloud.com
/developer/documentation/supp
orted-deep-categorization-
models/voe-exitinterview
44
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Live Demo https://www.meaningcloud.com/demos/voice-of-the-employee-
demo#
45
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Live Demo https://www.meaningcloud.com/demos/voice-of-the-employee-
demo#
46
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Live Demo https://www.meaningcloud.com/demos/voice-of-the-employee-
demo#
BUILD YOUR
DASHBORD
Regular and special sources for the Voice of the
Employee
MEANINGCLOUD – PHARMA DECK - JUNE 7, 2018
48
Blog post
https://www.meaningcloud.com/blog/voice-of-the-employee-dashboard
MEANINGCLOUD – PHARMA DECK - JUNE 7, 2018
49
Webinar as a reference: Recorded webinar: Vertical Packs, VoC, VoE
https://www.meaningcloud.com/blog/recorded-webinar-vertical-packs-
voc-voe
50
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Excel: Raw-texts
https://www.meaningcloud.com/wp-content/uploads/2018/02/VOE-Dashboard-graphs.xlsx
51
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Excel versions
A necessary warning about Excel: Each version of
Excel has different menus and options. Mac and
Windows are clearly different, on the other hand.
From the perspective of the graphs available, Office
2016 has significant advantages over previous
versions.
52
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Excel: raw texts
https://www.meaningcloud.com/wp-content/uploads/2018/02/VOE-Dashboard-graphs.xlsx
53
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Excel: after the API
https://www.meaningcloud.com/wp-content/uploads/2018/02/VOE-Dashboard-graphs.xlsx
1. FILLED
RADAR
DIMENSIONS
1. FILLED
RADAR
DIMENSIONS
2. RADAR
LABELS
3. BARS
DIMENSIONS
5. DONUT
POLARITY
6. DONUT
DIMENSIONS
7. PILED BARS
100%
DIMENSIONS
8. BARS 100%
PILED LABELS
62
9. BEST LABELS
No se puede hacer con una tabla dinámica. Hay que mantener las columnas originales.
10. WORST
LABELS
No se puede hacer con una tabla dinámica. Hay que mantener las columnas originales.
65
MEANINGCLOUD – PHARMA DECK - JUNE 7, 2018
66
Blog post
https://www.meaningcloud.com/blog/voice-of-the-employee-dashboard
67
MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES
Q&A
Artificial
Intelligence
Artificial
intelligence (AI) is the
ability of a computer
program or
a machine to think
and learn.
support@meaningcloud.com
Automating the extraction of Meaning from any
information source.
35-37 36th Street
11106 Astoria NY
Email: jgonzalez@meaningcloud.com
Sales: evalencia@meaningcloud.com
Phone: +1 (646) 403-3104
Address
Contact Info
Telephon
e
MeaningCloud
LLC
meaningcloud.com
www.meaningcloud.com
Automating the extraction of Meaning from any information source.
+1 (646) 403-3104
3537 36th Street
New York, NY 11106 sales@meaningcloud.com
Artificial Intelligence for Human Resources. Text-based
sources.
MEANINGCLOUD – WEBINAR – JUN 2018

More Related Content

Similar to Webinar Artificial Intelligence for HR departments. Text-based sources

Humans in a loop: Jupyter notebooks as a front-end for AI
Humans in a loop: Jupyter notebooks as a front-end for AIHumans in a loop: Jupyter notebooks as a front-end for AI
Humans in a loop: Jupyter notebooks as a front-end for AIPaco Nathan
 
Data fluency for the 21st century
Data fluency for the 21st centuryData fluency for the 21st century
Data fluency for the 21st centuryMartinFrigaard
 
Snowforce 2017 Keynote - Peter Coffee
Snowforce 2017 Keynote - Peter CoffeeSnowforce 2017 Keynote - Peter Coffee
Snowforce 2017 Keynote - Peter CoffeePeter Coffee
 
EELU AI lecture 1- fall 2022-2023 - Chapter 01- Introduction.ppt
EELU AI  lecture 1- fall 2022-2023 - Chapter 01- Introduction.pptEELU AI  lecture 1- fall 2022-2023 - Chapter 01- Introduction.ppt
EELU AI lecture 1- fall 2022-2023 - Chapter 01- Introduction.pptDaliaMagdy12
 
Artificial intelligence introduction
Artificial intelligence introductionArtificial intelligence introduction
Artificial intelligence introductionBHAGYAPRASADBUGGE
 
Ibm piquant summary
Ibm piquant summaryIbm piquant summary
Ibm piquant summaryIIUM
 
Discussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docx
Discussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docxDiscussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docx
Discussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docxcuddietheresa
 
Artificial Intteligence-unit 1.pptx
Artificial Intteligence-unit 1.pptxArtificial Intteligence-unit 1.pptx
Artificial Intteligence-unit 1.pptxhoneydv1979
 
Synergy of Human and Artificial Intelligence in Software Engineering
Synergy of Human and Artificial Intelligence in Software EngineeringSynergy of Human and Artificial Intelligence in Software Engineering
Synergy of Human and Artificial Intelligence in Software EngineeringTao Xie
 
Principles of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningPrinciples of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningJerry Lu
 
An overview of Artificial intelligence
An overview of Artificial intelligence An overview of Artificial intelligence
An overview of Artificial intelligence Vaishali Advani
 
Artificial Intelligence and Machine Learning
Artificial Intelligence and Machine LearningArtificial Intelligence and Machine Learning
Artificial Intelligence and Machine LearningMykola Dobrochynskyy
 
Hpai class 12 - potpourri & perception - 032620 actual
Hpai   class 12 - potpourri & perception - 032620 actualHpai   class 12 - potpourri & perception - 032620 actual
Hpai class 12 - potpourri & perception - 032620 actualmelendez321
 
Seminar on artificial intelligence
Seminar on artificial intelligenceSeminar on artificial intelligence
Seminar on artificial intelligenceemojiemoji
 
The hunt for the perfect interface in a googlified world
The hunt for the perfect interface in a googlified worldThe hunt for the perfect interface in a googlified world
The hunt for the perfect interface in a googlified worldnabot
 
AMES 2016 - The Human Side of Analytics
AMES 2016 - The Human Side of AnalyticsAMES 2016 - The Human Side of Analytics
AMES 2016 - The Human Side of AnalyticsStephen Tracy
 
Putting the Person into Personalization by Elizabeth Churchill
Putting the Person into Personalization by Elizabeth ChurchillPutting the Person into Personalization by Elizabeth Churchill
Putting the Person into Personalization by Elizabeth ChurchillIT as a Utility Network+ (ITaaU)
 
Arpan pal besu
Arpan pal besuArpan pal besu
Arpan pal besuArpan Pal
 

Similar to Webinar Artificial Intelligence for HR departments. Text-based sources (20)

Humans in a loop: Jupyter notebooks as a front-end for AI
Humans in a loop: Jupyter notebooks as a front-end for AIHumans in a loop: Jupyter notebooks as a front-end for AI
Humans in a loop: Jupyter notebooks as a front-end for AI
 
Data fluency for the 21st century
Data fluency for the 21st centuryData fluency for the 21st century
Data fluency for the 21st century
 
Snowforce 2017 Keynote - Peter Coffee
Snowforce 2017 Keynote - Peter CoffeeSnowforce 2017 Keynote - Peter Coffee
Snowforce 2017 Keynote - Peter Coffee
 
EELU AI lecture 1- fall 2022-2023 - Chapter 01- Introduction.ppt
EELU AI  lecture 1- fall 2022-2023 - Chapter 01- Introduction.pptEELU AI  lecture 1- fall 2022-2023 - Chapter 01- Introduction.ppt
EELU AI lecture 1- fall 2022-2023 - Chapter 01- Introduction.ppt
 
Artificial intelligence introduction
Artificial intelligence introductionArtificial intelligence introduction
Artificial intelligence introduction
 
Ibm piquant summary
Ibm piquant summaryIbm piquant summary
Ibm piquant summary
 
AI voor KMO's
AI voor KMO'sAI voor KMO's
AI voor KMO's
 
Discussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docx
Discussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docxDiscussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docx
Discussion - Weeks 1–2COLLAPSETop of FormShared Practice—Rol.docx
 
Artificial Intteligence-unit 1.pptx
Artificial Intteligence-unit 1.pptxArtificial Intteligence-unit 1.pptx
Artificial Intteligence-unit 1.pptx
 
ARTIFICIAL INTELLIGENCE
ARTIFICIAL INTELLIGENCEARTIFICIAL INTELLIGENCE
ARTIFICIAL INTELLIGENCE
 
Synergy of Human and Artificial Intelligence in Software Engineering
Synergy of Human and Artificial Intelligence in Software EngineeringSynergy of Human and Artificial Intelligence in Software Engineering
Synergy of Human and Artificial Intelligence in Software Engineering
 
Principles of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningPrinciples of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine Learning
 
An overview of Artificial intelligence
An overview of Artificial intelligence An overview of Artificial intelligence
An overview of Artificial intelligence
 
Artificial Intelligence and Machine Learning
Artificial Intelligence and Machine LearningArtificial Intelligence and Machine Learning
Artificial Intelligence and Machine Learning
 
Hpai class 12 - potpourri & perception - 032620 actual
Hpai   class 12 - potpourri & perception - 032620 actualHpai   class 12 - potpourri & perception - 032620 actual
Hpai class 12 - potpourri & perception - 032620 actual
 
Seminar on artificial intelligence
Seminar on artificial intelligenceSeminar on artificial intelligence
Seminar on artificial intelligence
 
The hunt for the perfect interface in a googlified world
The hunt for the perfect interface in a googlified worldThe hunt for the perfect interface in a googlified world
The hunt for the perfect interface in a googlified world
 
AMES 2016 - The Human Side of Analytics
AMES 2016 - The Human Side of AnalyticsAMES 2016 - The Human Side of Analytics
AMES 2016 - The Human Side of Analytics
 
Putting the Person into Personalization by Elizabeth Churchill
Putting the Person into Personalization by Elizabeth ChurchillPutting the Person into Personalization by Elizabeth Churchill
Putting the Person into Personalization by Elizabeth Churchill
 
Arpan pal besu
Arpan pal besuArpan pal besu
Arpan pal besu
 

More from Eduardo Valencia

Master ejecutivo en people analytics. Madrid abril oct 2017
Master ejecutivo en people analytics. Madrid abril oct 2017Master ejecutivo en people analytics. Madrid abril oct 2017
Master ejecutivo en people analytics. Madrid abril oct 2017Eduardo Valencia
 
Roi marketing el porqué de las cosas
Roi marketing el porqué de las cosasRoi marketing el porqué de las cosas
Roi marketing el porqué de las cosasEduardo Valencia
 
Roi marketing el porqué de las cosas
Roi marketing el porqué de las cosasRoi marketing el porqué de las cosas
Roi marketing el porqué de las cosasEduardo Valencia
 
Macmillan pulitzer community
Macmillan pulitzer communityMacmillan pulitzer community
Macmillan pulitzer communityEduardo Valencia
 
Tutorial pulitzer community
Tutorial pulitzer communityTutorial pulitzer community
Tutorial pulitzer communityEduardo Valencia
 
Macmillan pulitzer guia juego
Macmillan pulitzer guia juegoMacmillan pulitzer guia juego
Macmillan pulitzer guia juegoEduardo Valencia
 
Guia del juego_macmillan (3)
Guia del juego_macmillan (3)Guia del juego_macmillan (3)
Guia del juego_macmillan (3)Eduardo Valencia
 
Presentación para Universidad del Istmo en Pamplona
Presentación para Universidad del Istmo en PamplonaPresentación para Universidad del Istmo en Pamplona
Presentación para Universidad del Istmo en PamplonaEduardo Valencia
 

More from Eduardo Valencia (11)

Master ejecutivo en people analytics. Madrid abril oct 2017
Master ejecutivo en people analytics. Madrid abril oct 2017Master ejecutivo en people analytics. Madrid abril oct 2017
Master ejecutivo en people analytics. Madrid abril oct 2017
 
Roi marketing el porqué de las cosas
Roi marketing el porqué de las cosasRoi marketing el porqué de las cosas
Roi marketing el porqué de las cosas
 
Roi marketing el porqué de las cosas
Roi marketing el porqué de las cosasRoi marketing el porqué de las cosas
Roi marketing el porqué de las cosas
 
Macmillan pulitzer community
Macmillan pulitzer communityMacmillan pulitzer community
Macmillan pulitzer community
 
Tutorial pulitzer community
Tutorial pulitzer communityTutorial pulitzer community
Tutorial pulitzer community
 
Macmillan pulitzer guia juego
Macmillan pulitzer guia juegoMacmillan pulitzer guia juego
Macmillan pulitzer guia juego
 
Guia del juego_macmillan (3)
Guia del juego_macmillan (3)Guia del juego_macmillan (3)
Guia del juego_macmillan (3)
 
Nais v4
Nais v4Nais v4
Nais v4
 
Presentación para Universidad del Istmo en Pamplona
Presentación para Universidad del Istmo en PamplonaPresentación para Universidad del Istmo en Pamplona
Presentación para Universidad del Istmo en Pamplona
 
Navarra-Israel by #NASF
Navarra-Israel by #NASFNavarra-Israel by #NASF
Navarra-Israel by #NASF
 
Html5: the next big thing
Html5: the next big thingHtml5: the next big thing
Html5: the next big thing
 

Recently uploaded

Webinar - Q2 2024: What’s New in MarketPay
Webinar - Q2 2024: What’s New in MarketPayWebinar - Q2 2024: What’s New in MarketPay
Webinar - Q2 2024: What’s New in MarketPayPayScale, Inc.
 
Public Relations jobs in New York City with Phifer & Company
Public Relations jobs in New York City with Phifer & CompanyPublic Relations jobs in New York City with Phifer & Company
Public Relations jobs in New York City with Phifer & CompanyPhiferCompany
 
Recruitment & Selection Theory Models that Work for the Modern Workplace
Recruitment & Selection Theory Models that Work for the Modern WorkplaceRecruitment & Selection Theory Models that Work for the Modern Workplace
Recruitment & Selection Theory Models that Work for the Modern WorkplaceHireQuotient
 
The Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance CultureThe Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance CultureAggregage
 
(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)
(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)
(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)twfkn8xj
 
Unlocking Organizational Potential: The Essence of Human Resource Management ...
Unlocking Organizational Potential: The Essence of Human Resource Management ...Unlocking Organizational Potential: The Essence of Human Resource Management ...
Unlocking Organizational Potential: The Essence of Human Resource Management ...Sabuj Ahmed
 
7 non-negotiable roles of Human Resource Management
7 non-negotiable roles of Human Resource Management7 non-negotiable roles of Human Resource Management
7 non-negotiable roles of Human Resource ManagementHireQuotient
 
如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?
如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?
如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?hxwwranl
 
Top 10 scenario-based questions for hiring a Team Leader
Top 10 scenario-based questions for hiring a Team LeaderTop 10 scenario-based questions for hiring a Team Leader
Top 10 scenario-based questions for hiring a Team LeaderHireQuotient
 
Webinar - How to Choose and Use Salary Data
Webinar - How to Choose and Use Salary DataWebinar - How to Choose and Use Salary Data
Webinar - How to Choose and Use Salary DataPayScale, Inc.
 
The Great American Payday Prepare for a (Relatively) Bumpy Ride.pdf
The Great American Payday Prepare for a (Relatively) Bumpy Ride.pdfThe Great American Payday Prepare for a (Relatively) Bumpy Ride.pdf
The Great American Payday Prepare for a (Relatively) Bumpy Ride.pdfJasper Colin
 
A Proven #1 Prospecting Hack You're Missing Out On
A Proven #1 Prospecting Hack You're Missing Out OnA Proven #1 Prospecting Hack You're Missing Out On
A Proven #1 Prospecting Hack You're Missing Out Onfross37
 
15 Best Employee Retention Strategies.pdf
15 Best Employee Retention Strategies.pdf15 Best Employee Retention Strategies.pdf
15 Best Employee Retention Strategies.pdfAlex Vate
 
Top HR Intern Interview Questions to Ask and Their Ideal Answers
Top HR Intern Interview Questions to Ask and Their Ideal AnswersTop HR Intern Interview Questions to Ask and Their Ideal Answers
Top HR Intern Interview Questions to Ask and Their Ideal AnswersHireQuotient
 
Intern Welcome LinkedIn Periodical (1).pdf
Intern Welcome LinkedIn Periodical (1).pdfIntern Welcome LinkedIn Periodical (1).pdf
Intern Welcome LinkedIn Periodical (1).pdfmarketing659039
 
Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...
Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...
Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...Authentic No 1 Amil Baba In Pakistan
 

Recently uploaded (18)

Webinar - Q2 2024: What’s New in MarketPay
Webinar - Q2 2024: What’s New in MarketPayWebinar - Q2 2024: What’s New in MarketPay
Webinar - Q2 2024: What’s New in MarketPay
 
Public Relations jobs in New York City with Phifer & Company
Public Relations jobs in New York City with Phifer & CompanyPublic Relations jobs in New York City with Phifer & Company
Public Relations jobs in New York City with Phifer & Company
 
Recruitment & Selection Theory Models that Work for the Modern Workplace
Recruitment & Selection Theory Models that Work for the Modern WorkplaceRecruitment & Selection Theory Models that Work for the Modern Workplace
Recruitment & Selection Theory Models that Work for the Modern Workplace
 
The Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance CultureThe Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance Culture
 
Call Girls in Subhash Nagar ⎝⎝9953056974⎝⎝ Escort Delhi NCR
Call Girls in  Subhash Nagar ⎝⎝9953056974⎝⎝ Escort Delhi NCRCall Girls in  Subhash Nagar ⎝⎝9953056974⎝⎝ Escort Delhi NCR
Call Girls in Subhash Nagar ⎝⎝9953056974⎝⎝ Escort Delhi NCR
 
(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)
(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)
(圣安德鲁斯大学毕业证学位证成绩单-留学生补办)
 
Unlocking Organizational Potential: The Essence of Human Resource Management ...
Unlocking Organizational Potential: The Essence of Human Resource Management ...Unlocking Organizational Potential: The Essence of Human Resource Management ...
Unlocking Organizational Potential: The Essence of Human Resource Management ...
 
7 non-negotiable roles of Human Resource Management
7 non-negotiable roles of Human Resource Management7 non-negotiable roles of Human Resource Management
7 non-negotiable roles of Human Resource Management
 
如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?
如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?
如何办RRC学位证,红河学院毕业证成绩单文凭怎么辨别?
 
Top 10 scenario-based questions for hiring a Team Leader
Top 10 scenario-based questions for hiring a Team LeaderTop 10 scenario-based questions for hiring a Team Leader
Top 10 scenario-based questions for hiring a Team Leader
 
Webinar - How to Choose and Use Salary Data
Webinar - How to Choose and Use Salary DataWebinar - How to Choose and Use Salary Data
Webinar - How to Choose and Use Salary Data
 
The Great American Payday Prepare for a (Relatively) Bumpy Ride.pdf
The Great American Payday Prepare for a (Relatively) Bumpy Ride.pdfThe Great American Payday Prepare for a (Relatively) Bumpy Ride.pdf
The Great American Payday Prepare for a (Relatively) Bumpy Ride.pdf
 
A Proven #1 Prospecting Hack You're Missing Out On
A Proven #1 Prospecting Hack You're Missing Out OnA Proven #1 Prospecting Hack You're Missing Out On
A Proven #1 Prospecting Hack You're Missing Out On
 
15 Best Employee Retention Strategies.pdf
15 Best Employee Retention Strategies.pdf15 Best Employee Retention Strategies.pdf
15 Best Employee Retention Strategies.pdf
 
Hot Sexy call girls in Preet Vihar🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in  Preet Vihar🔝 9953056974 🔝 Delhi escort ServiceHot Sexy call girls in  Preet Vihar🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Preet Vihar🔝 9953056974 🔝 Delhi escort Service
 
Top HR Intern Interview Questions to Ask and Their Ideal Answers
Top HR Intern Interview Questions to Ask and Their Ideal AnswersTop HR Intern Interview Questions to Ask and Their Ideal Answers
Top HR Intern Interview Questions to Ask and Their Ideal Answers
 
Intern Welcome LinkedIn Periodical (1).pdf
Intern Welcome LinkedIn Periodical (1).pdfIntern Welcome LinkedIn Periodical (1).pdf
Intern Welcome LinkedIn Periodical (1).pdf
 
Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...
Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...
Authentic No 1 Amil Baba In Pakistan Amil Baba In Faisalabad Amil Baba In Kar...
 

Webinar Artificial Intelligence for HR departments. Text-based sources

  • 1. Artificial Intelligence for Human Resources. Text-based sources.MEANINGCLOUD – WEBINAR – JUN-06 2018 JUN-6-WEDNESDAY. HOLD ON!, WE ARE ABOUT TO BEGIN… • 11 AM (EASTERN TIME U.S-CANADA) • 08 AM (PACIFIC STANDARD TIME) 05 PM (CENTRAL EUROPEAN TIME)
  • 2. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 2 Short Introduction: Eduardo Valencia LIBROS PEOPLE ANALYTICS-ES PEOPLE ANALYTICS-US DATA COACHING • Background as a linguist in the XX century • Data Analytics roles since 1995 • New York-based.
  • 3. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 3 Natural Language Processing for HR https://www.hranalyticsacademy.com/natur
  • 4. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 4 On-campus Master in People Analytics Master. On-campus. Madrid. Data & Analytics for Human Resources
  • 5. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 5 How to participate 1. Send questions with the CHAT feature 2. Click your RAISE YOUR HAND button to speak. We will enable your mic. The recording as well as the presentation will be available online
  • 6. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 6 Reasons 2 live demos Agenda Focus on text-analytics for the HR departments Artificial Intelligence Questions Answers
  • 7. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 8 Artificial Intelligence: definitions Artificial Intelligence DEFINITIO NS Artificial intelligence (AI) is the ability of a computer program or a machine to think and learn. Artificial intelligence (AI) is the ability of a computer program or a machine to think and learn. Artificial Intelligence is the replication of human intelligence in computers.
  • 8. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 9 Robots replacing human beings Elon Musk: “Robots will take your jobs, government will have to pay your wages!”
  • 9. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 10 A threat to humankind? Elon Musk
  • 10. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 11 Apocalypse Now!!!!!!
  • 11. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 12 The 3 rules of good AI for Hr by MeaningCloud #1. Understand causes #2. Anticipate consequences #3. Explain it all to the stake-holders http://www.eduardovalencia.com/2017/10/clear-and-simple-algorithms-for-people.html
  • 12. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 13 About unstructured data = about text sources Artificial Intelligence Artificial intelligence (AI) is the ability of a computer program or a machine to think and learn. Did you know that 80% of business-relevant information is made up of text?
  • 13. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 14 A great opportunity Artificial Intelligence Artificial intelligence (AI) is the ability of a computer program or a machine to think and learn. There is a great opportunity for those who can leverage that type of data.
  • 14. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 15 The problem Artificial Intelligence Artificial intelligence (AI) is the ability of a computer program or a machine to think and learn. But, there is a problem. The information available is massive.
  • 15. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 16 NLP subdiscipline of Artificial Intelligence Artificial Intelligence Artificial intelligence (AI) is the ability of a computer program or a machine to think and learn.
  • 16. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 17 Remember! Natural Language Processing is the ability of machines to understand and interpret human language the way we human beings do.
  • 17. Collecting Text-based data on social networks, surveys… structured and non-structured data Dashboards-Queries-Alerts Tagging Semantic platform Architecture Sales ERP-HRIS VOC 1 1. 2. 3. 4. 5.
  • 18. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 19 What is Natural Language Processing? #1. We humans are rather talkative!
  • 19. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 20 What is Natural Language Processing? #2. Chatbots are cool!
  • 20. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 21 #2. Chatbots
  • 21. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 22 #3 Open-ended questions #3. More and more open-ended questions
  • 22. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 23 #3 Open-ended questions
  • 23. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 24 #3 Open-ended questions
  • 24. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 25 #4 VoE #4. Listening to the Voice of the Employee is a must
  • 25. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 26 #5 Exit surveys #5. Exit interviews point out to necessary improvements
  • 26. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 27 #5 Exit surveys "What are your main reasons for leaving?" "What did you like most/least about the organization?" "What, if improved, would have caused you to stay at the organization?" "Would you recommend the organization to others as a good place to work, study, join?"
  • 27. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 28 #6 Resumes #6: Automation of resume reading saves a lot of work.
  • 28. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 29 #7 General-purpose NLP tricks #7. Lastly, several general purpose NLP tricks
  • 29. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 30 #7 General-purpose NLP tricks a. Automatic sumarization 1. Summaries reduce reading time. 2. When researching documents, summaries make the selection process easier. 3. Automatic summarization improves the effectiveness of indexing. 4. Automatic summarization algorithms are less biased than human summarizers. 5. Personalized summaries are useful in question-answering systems as they provide personalized information. 6. Using automatic or semi-automatic summarization systems enables commercial abstract services to increase the number of texts they are able to process.
  • 30. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 31 #7 General-purpose NLP tricks b. Text-to-Speech
  • 31. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 32 #7 General-purpose NLP tricks c. Machine Translation
  • 32. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 33 #7 General-purpose NLP tricks d Spell correctors
  • 33. MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 34 Takeaways • 1. 80% is text • 4. Voice of Employee • 3. Open-ended questions • 2. Chatbots are cool • 5. Exit surveys • 6. Resumes • 7. Miscellanea: Summarization, text-to-speech, machine translation, spell correctors
  • 34. 35 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Artificial Intelligence POLL Artificial Intelligence POLL Take the poll, please… Artificial Intelligence... Which areas of practice at AI do you think may add value to your HR department? (MULTIPLE ANSWERS, THIS IS NOT A TRAP, NO RIGHT ANSWER,
  • 35. Trying our free demo of Voice of the Employee https://www.meaningcloud.com/demos/voice-of-the-employee-
  • 36. 37 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES The wedding cake 1
  • 37. 38 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES The wedding cake 2
  • 38. 39 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Vertical Packs: voice of the employee https://www.meaningcloud.com/products/vertical-packs
  • 39. 40 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Vertical Packs: voice of the employee https://www.meaningcloud.com/developer/documentation/vertical-packs
  • 40. 41 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 3 classification models: PERFORMANCE REVIEW •Performance Review, to analyze the performance reviews of an employees. Sources are regularly open- ended questions at different surveys such as eNPS or performance reviews. •https://www.meaningcloud.com /developer/documentation/supp orted-deep-categorization- models/voe-performance
  • 41. 42 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 3 classification models: ORGANIZATION •2. Organization, to analyze the opinion of the employees about the company. Typical sources include employee forums, social networks or focus groups. •https://www.meaningcloud.com /developer/documentation/supp orted-deep-categorization- models/voe-organization
  • 42. 43 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES 3 classification models: Exit Interviews •3. Exit Interview, to analyze why employees leave the company. •https://www.meaningcloud.com /developer/documentation/supp orted-deep-categorization- models/voe-exitinterview
  • 43. 44 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Live Demo https://www.meaningcloud.com/demos/voice-of-the-employee- demo#
  • 44. 45 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Live Demo https://www.meaningcloud.com/demos/voice-of-the-employee- demo#
  • 45. 46 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Live Demo https://www.meaningcloud.com/demos/voice-of-the-employee- demo#
  • 46. BUILD YOUR DASHBORD Regular and special sources for the Voice of the Employee
  • 47. MEANINGCLOUD – PHARMA DECK - JUNE 7, 2018 48 Blog post https://www.meaningcloud.com/blog/voice-of-the-employee-dashboard
  • 48. MEANINGCLOUD – PHARMA DECK - JUNE 7, 2018 49 Webinar as a reference: Recorded webinar: Vertical Packs, VoC, VoE https://www.meaningcloud.com/blog/recorded-webinar-vertical-packs- voc-voe
  • 49. 50 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Excel: Raw-texts https://www.meaningcloud.com/wp-content/uploads/2018/02/VOE-Dashboard-graphs.xlsx
  • 50. 51 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Excel versions A necessary warning about Excel: Each version of Excel has different menus and options. Mac and Windows are clearly different, on the other hand. From the perspective of the graphs available, Office 2016 has significant advantages over previous versions.
  • 51. 52 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Excel: raw texts https://www.meaningcloud.com/wp-content/uploads/2018/02/VOE-Dashboard-graphs.xlsx
  • 52. 53 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Excel: after the API https://www.meaningcloud.com/wp-content/uploads/2018/02/VOE-Dashboard-graphs.xlsx
  • 61. 62
  • 62. 9. BEST LABELS No se puede hacer con una tabla dinámica. Hay que mantener las columnas originales.
  • 63. 10. WORST LABELS No se puede hacer con una tabla dinámica. Hay que mantener las columnas originales.
  • 64. 65
  • 65. MEANINGCLOUD – PHARMA DECK - JUNE 7, 2018 66 Blog post https://www.meaningcloud.com/blog/voice-of-the-employee-dashboard
  • 66. 67 MEANINGCLOUD – ARTIFICIAL INTELLIGENCE FOR HUMAN RESOURCES Q&A Artificial Intelligence Artificial intelligence (AI) is the ability of a computer program or a machine to think and learn. support@meaningcloud.com
  • 67. Automating the extraction of Meaning from any information source. 35-37 36th Street 11106 Astoria NY Email: jgonzalez@meaningcloud.com Sales: evalencia@meaningcloud.com Phone: +1 (646) 403-3104 Address Contact Info Telephon e MeaningCloud LLC meaningcloud.com
  • 68. www.meaningcloud.com Automating the extraction of Meaning from any information source. +1 (646) 403-3104 3537 36th Street New York, NY 11106 sales@meaningcloud.com
  • 69. Artificial Intelligence for Human Resources. Text-based sources. MEANINGCLOUD – WEBINAR – JUN 2018