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GraphAware®
Neo4j as a Key Player
in Human Capital
Management
graphaware.com

@graph_aware, @luannem
Luanne Misquitta
(HR)-[:TRANSFORMED_INTO]->(HCM)
GraphAware®
Operational

Efficiency
Industrial Age
People as Workers
Andrew Carnegie

Henry Ford
The Corporation

Is King
Profit, Growth,
Financial Engineering
Management by
Objective
Jack Welch

Peter Drucker
The Executives

Are King
Customer Service,
Employees as Leaders
Servant Leadership

Work Together
Howard Schulz

Steve Jobs
The People

Are King(s)
Mission, Purpose,

Sustainability
Empower the Team
Netfilx, Google,
Facebook, Amazon
The Teams and Team
Leaders Are Kings
The Industrial

Corporation
Hierarchical

Leadership
Collaborative

Management
Network

of Teams
<1950s 1960s-80s 1990s Today 2020
Purpose,Meaning,

andEmpowerment?
Source: Bersin by Deloitte, 2016
WE ARE HERE
CONNECTIONS
GraphAware®
Person
SkillsSKILLS
Publications
Endorsements
Awards Education
Career
path
Certifications
Positions
Experience
Teams
People data is highly connected

Possibly starts off sparse

Interesting aspects implied through second and third level
relationships

What skills do people have that are not part of their formal
job description?

Which people act as top talent attractors?

What learning could be recommended to top performers to
groom them for the next step in their career path?

What is core to our business has to be connected

(Emil Eifrem, GraphConnect 2016)
GraphAware®
VALUE IN RELATIONSHIPS
GraphAware®
NEO4J- A GRAPH DATABASE
Nodes and relationships

Relationships are first class citizens

No need to infer connections using foreign keys, or out-of-
band processing

Simple, intuitive, flexible data model

Efficient querying and finding patterns 

Fully transactional
COMPLEX CONNECTIONS
JOINS
GraphAware®
USE AdventureWorks2008R2;

GO

WITH DirectReports (ManagerID, EmployeeID, Title, DeptID, Level)

AS

(

-- Anchor member definition

SELECT e.ManagerID, e.EmployeeID, e.Title, edh.DepartmentID, 0 AS Level

FROM dbo.MyEmployees AS e

INNER JOIN HumanResources.EmployeeDepartmentHistory AS edh

ON e.EmployeeID = edh.BusinessEntityID AND edh.EndDate IS NULL

WHERE ManagerID IS NULL

UNION ALL

-- Recursive member definition

SELECT e.ManagerID, e.EmployeeID, e.Title, edh.DepartmentID,Level + 1

FROM dbo.MyEmployees AS e

INNER JOIN HumanResources.EmployeeDepartmentHistory AS edh

ON e.EmployeeID = edh.BusinessEntityID AND edh.EndDate IS NULL

INNER JOIN DirectReports AS d

ON e.ManagerID = d.EmployeeID

)

-- Statement that executes the CTE

SELECT ManagerID, EmployeeID, Title, DeptID, Level

FROM DirectReports

INNER JOIN HumanResources.Department AS dp

ON DirectReports.DeptID = dp.DepartmentID

WHERE dp.GroupName = N'Sales and Marketing' OR Level = 0;

GO
CYPHER
GraphAware®
MATCH reportingChain=(p:Person)-[:REPORTS_TO*1..8]->(m:Person)

RETURN reportingChain
GraphAware®
PEOPLE MANAGEMENT SUITES
Recruiting and On-Boarding

Learning

Performance 

Talent

and one more…
71% of companies see people
analytics as a high priority
GraphAware®
PEOPLE ANALYTICS
Deloitte’s Global Human Capital Trends 2017
TALENT ANALYTICS MATURITY MODEL
Bersin by Deloitte Talent Analytics Maturity Model
Predictive Analytics

Development of predictive models • Scenario Planning

Integration with Business & Workforce Planning • Data Governance Model
Advanced Analytics

Statistical Analysis to Solve Business Problems • Identification of Issues

& Actionable Solutions • Centralized Staffing & Integrated Data
Advanced Reporting

Proactive Reporting for Decision-Making • Analysis of Trends & Benchmarks •
Customizable, Self-Service Dashboards
Operational Reporting

Reactive Reporting of Operational & Compliance Measures • Focus on Data Accuracy,
Consistency & Timeliness
4%
10%
30%
56%
Level 4
Level 3
Level 2
Level 1
RECRUITING AND ON-BOARDING
ONE DOES NOT SIMPLY
HIRE BASED ON A RESUMÉ
I DON’T KNOW WHO YOU
ARE…
BUT I WILL FIND YOU ON
LINKEDIN AND RECRUIT YOU
A 2015 study from an online training
company 24x7 Learning found that
only 12% employees apply new
skills learned in training to their
jobs.
GraphAware®
BBC Capital, “Why so many companies get training wrong”, 3 May 2017
LEARNING
Training solutions
only play here Immediate

Performance support and other tools for

point-of-need learning

Q. What do I need to support my success in the
moment?
Intermediate

Current job development and competency expansion

Q. What do I need to grow in my current role?
Transitional

Development of skills and relationships that will meet

long-term business goals

Q. What do I need to grow in my career?
Source: Bersin by Deloitte, 2015
EXPOSUREEDUCATION
EXPERIENCE ENVIRONMENT
RECOMMEND LEARNING
GraphAware®
Person
Certification
Learning
item 4
Learning
item 5
Work
experience
Course 3
Course 2
Course 1
Learning
item 3
Learning
item 2
Learning
item 1
Certification Position
REQUIRES
COMPLETED
HOLDS_CERT
INTERESTED_IN
NEXT_LEARNING
NEXT_LEARNING
FULFILLED_BY
FULFILLED_BY
NEXT_LEARNING
FU
LFILLED
_B
Y
NEXT_LEARNING
FULFILLED_BY
NEXT_LEARNING
FU
LFILLED
_B
Y
PERFORMANCE
GraphAware®
TALENT MANAGEMENT
GraphAware®
First get the right people on the bus, the wrong
people off the bus, and the right people in the
right seats, and then they can figure out where to
drive it.
Jim Collins, Good to Great
TALENT MANAGEMENT
GraphAware®
FINDING HIDDEN POTENTIAL
GraphAware®
Person
Blog 1
Expert
Skill 2
Vacant
position
Course
Blog 2
Skill 1
Position 1
Position 2
Tag 2
Tag 1
Certification
Work

Exp.
DEVELOPS
TAGGED
TAGGED
REQUIRES
TAGGED
TAGGED
TAGGED
TAGGED
EXPERT_IN
INTERESTED_IN
WORK_EXP
LIKES
WROTE
ENROLLED_IN
HAS_SKILL
HOLDS_CERTIFICATION
INCUM
BENT_OF
R
EQ
U
IR
ES
NEXT_POS.
FINDING HIDDEN POTENTIAL
GraphAware®
MATCH (position:Position:Vacant)-[:REQUIRES]->(skill:Skill)

WHERE (person:Person)-[:INTERESTED_IN]->(skill)

WITH person,skill,position

OPTIONAL MATCH (person)-[*1..2]->(tag:Tag)<-[:TAGGED]-(position)

OPTIONAL MATCH (expert)-[:EXPERT_IN]->(skill)

OPTIONAL MATCH (person)<-[:LIKES*2]-(expert)

OPTIONAL MATCH (person)-[*1..2]->(skill)

RETURN person
GraphAware®
PEOPLE ANALYTICS
Brings together HR and Business Data from different parts of the
organisation

Identify high performing people

Analyse flight risk

Predict compliance risks

Identify high value career paths and leadership candidates

Identify characteristics of high performing sales and service
teams

Sentiment analysis- identifying toxic leaders and positive
influencers
Bersin Predictions Report 2017 claims that it is nearly impossible to standardise on one
technology vendor for all of your HR services.
GraphAware®
“Our latest research found that the average company
has seven different ‘systems of record’, and that
problem is never likely to go away”.
NETWORK OF TEAMS
GraphAware®
Source: Bersin by Deloitte, 2016
CONNECTORS IN ORGANISATIONS
GraphAware®
PEOPLE MANAGEMENT, REVISITED
GraphAware®
Learning Talent
Recruiting
Performance
CONNECT!
GraphAware®
Person
Blog
Expert
Skill
Vacant
position
Course
Blog
Skill
Position
Position
Tag
Tag
Certification
Work

Exp.
Team
Person
Person
Team
Feedb
ack
Project
Sentim
ent Person
Compe
tency
Project
Endors
ement
Team
Sentim
ent
People in organisations naturally fit into graph data models

A wealth of information lies in the relationships

The power of the graph opens up unexplored avenues

Apply graph algorithms for finding cohesive teams, detecting
communities, influencers and talent attractors

GraphAware is equipped with the experience and skills required
to help you add value to your HCM Product with Neo4j

We’d love to meet you at our booth!
GraphAware®
SUMMARY
www.graphaware.com

@graph_aware
Thank you
GraphAware®

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Neo4j as a Key Player in Human Capital Management (HCM), GraphAware

  • 1. GraphAware® Neo4j as a Key Player in Human Capital Management graphaware.com @graph_aware, @luannem Luanne Misquitta
  • 3. GraphAware® Operational
 Efficiency Industrial Age People as Workers Andrew Carnegie
 Henry Ford The Corporation
 Is King Profit, Growth, Financial Engineering Management by Objective Jack Welch
 Peter Drucker The Executives
 Are King Customer Service, Employees as Leaders Servant Leadership
 Work Together Howard Schulz
 Steve Jobs The People
 Are King(s) Mission, Purpose,
 Sustainability Empower the Team Netfilx, Google, Facebook, Amazon The Teams and Team Leaders Are Kings The Industrial
 Corporation Hierarchical
 Leadership Collaborative
 Management Network
 of Teams <1950s 1960s-80s 1990s Today 2020 Purpose,Meaning,
 andEmpowerment? Source: Bersin by Deloitte, 2016 WE ARE HERE
  • 5. People data is highly connected Possibly starts off sparse Interesting aspects implied through second and third level relationships What skills do people have that are not part of their formal job description? Which people act as top talent attractors? What learning could be recommended to top performers to groom them for the next step in their career path? What is core to our business has to be connected
 (Emil Eifrem, GraphConnect 2016) GraphAware® VALUE IN RELATIONSHIPS
  • 6. GraphAware® NEO4J- A GRAPH DATABASE Nodes and relationships Relationships are first class citizens No need to infer connections using foreign keys, or out-of- band processing Simple, intuitive, flexible data model Efficient querying and finding patterns Fully transactional
  • 8. JOINS GraphAware® USE AdventureWorks2008R2;
 GO
 WITH DirectReports (ManagerID, EmployeeID, Title, DeptID, Level)
 AS
 (
 -- Anchor member definition
 SELECT e.ManagerID, e.EmployeeID, e.Title, edh.DepartmentID, 0 AS Level
 FROM dbo.MyEmployees AS e
 INNER JOIN HumanResources.EmployeeDepartmentHistory AS edh
 ON e.EmployeeID = edh.BusinessEntityID AND edh.EndDate IS NULL
 WHERE ManagerID IS NULL
 UNION ALL
 -- Recursive member definition
 SELECT e.ManagerID, e.EmployeeID, e.Title, edh.DepartmentID,Level + 1
 FROM dbo.MyEmployees AS e
 INNER JOIN HumanResources.EmployeeDepartmentHistory AS edh
 ON e.EmployeeID = edh.BusinessEntityID AND edh.EndDate IS NULL
 INNER JOIN DirectReports AS d
 ON e.ManagerID = d.EmployeeID
 )
 -- Statement that executes the CTE
 SELECT ManagerID, EmployeeID, Title, DeptID, Level
 FROM DirectReports
 INNER JOIN HumanResources.Department AS dp
 ON DirectReports.DeptID = dp.DepartmentID
 WHERE dp.GroupName = N'Sales and Marketing' OR Level = 0;
 GO
  • 10. GraphAware® PEOPLE MANAGEMENT SUITES Recruiting and On-Boarding Learning Performance Talent and one more…
  • 11. 71% of companies see people analytics as a high priority GraphAware® PEOPLE ANALYTICS Deloitte’s Global Human Capital Trends 2017
  • 12. TALENT ANALYTICS MATURITY MODEL Bersin by Deloitte Talent Analytics Maturity Model Predictive Analytics Development of predictive models • Scenario Planning
 Integration with Business & Workforce Planning • Data Governance Model Advanced Analytics Statistical Analysis to Solve Business Problems • Identification of Issues
 & Actionable Solutions • Centralized Staffing & Integrated Data Advanced Reporting Proactive Reporting for Decision-Making • Analysis of Trends & Benchmarks • Customizable, Self-Service Dashboards Operational Reporting Reactive Reporting of Operational & Compliance Measures • Focus on Data Accuracy, Consistency & Timeliness 4% 10% 30% 56% Level 4 Level 3 Level 2 Level 1
  • 13. RECRUITING AND ON-BOARDING ONE DOES NOT SIMPLY HIRE BASED ON A RESUMÉ I DON’T KNOW WHO YOU ARE… BUT I WILL FIND YOU ON LINKEDIN AND RECRUIT YOU
  • 14. A 2015 study from an online training company 24x7 Learning found that only 12% employees apply new skills learned in training to their jobs. GraphAware® BBC Capital, “Why so many companies get training wrong”, 3 May 2017
  • 15. LEARNING Training solutions only play here Immediate Performance support and other tools for
 point-of-need learning
 Q. What do I need to support my success in the moment? Intermediate Current job development and competency expansion
 Q. What do I need to grow in my current role? Transitional Development of skills and relationships that will meet
 long-term business goals
 Q. What do I need to grow in my career? Source: Bersin by Deloitte, 2015 EXPOSUREEDUCATION EXPERIENCE ENVIRONMENT
  • 16. RECOMMEND LEARNING GraphAware® Person Certification Learning item 4 Learning item 5 Work experience Course 3 Course 2 Course 1 Learning item 3 Learning item 2 Learning item 1 Certification Position REQUIRES COMPLETED HOLDS_CERT INTERESTED_IN NEXT_LEARNING NEXT_LEARNING FULFILLED_BY FULFILLED_BY NEXT_LEARNING FU LFILLED _B Y NEXT_LEARNING FULFILLED_BY NEXT_LEARNING FU LFILLED _B Y
  • 18. TALENT MANAGEMENT GraphAware® First get the right people on the bus, the wrong people off the bus, and the right people in the right seats, and then they can figure out where to drive it. Jim Collins, Good to Great
  • 20. FINDING HIDDEN POTENTIAL GraphAware® Person Blog 1 Expert Skill 2 Vacant position Course Blog 2 Skill 1 Position 1 Position 2 Tag 2 Tag 1 Certification Work
 Exp. DEVELOPS TAGGED TAGGED REQUIRES TAGGED TAGGED TAGGED TAGGED EXPERT_IN INTERESTED_IN WORK_EXP LIKES WROTE ENROLLED_IN HAS_SKILL HOLDS_CERTIFICATION INCUM BENT_OF R EQ U IR ES NEXT_POS.
  • 21. FINDING HIDDEN POTENTIAL GraphAware® MATCH (position:Position:Vacant)-[:REQUIRES]->(skill:Skill) WHERE (person:Person)-[:INTERESTED_IN]->(skill) WITH person,skill,position OPTIONAL MATCH (person)-[*1..2]->(tag:Tag)<-[:TAGGED]-(position) OPTIONAL MATCH (expert)-[:EXPERT_IN]->(skill)
 OPTIONAL MATCH (person)<-[:LIKES*2]-(expert) OPTIONAL MATCH (person)-[*1..2]->(skill) RETURN person
  • 22. GraphAware® PEOPLE ANALYTICS Brings together HR and Business Data from different parts of the organisation Identify high performing people Analyse flight risk Predict compliance risks Identify high value career paths and leadership candidates Identify characteristics of high performing sales and service teams Sentiment analysis- identifying toxic leaders and positive influencers
  • 23. Bersin Predictions Report 2017 claims that it is nearly impossible to standardise on one technology vendor for all of your HR services. GraphAware® “Our latest research found that the average company has seven different ‘systems of record’, and that problem is never likely to go away”.
  • 24. NETWORK OF TEAMS GraphAware® Source: Bersin by Deloitte, 2016
  • 26. PEOPLE MANAGEMENT, REVISITED GraphAware® Learning Talent Recruiting Performance
  • 28. People in organisations naturally fit into graph data models A wealth of information lies in the relationships The power of the graph opens up unexplored avenues Apply graph algorithms for finding cohesive teams, detecting communities, influencers and talent attractors GraphAware is equipped with the experience and skills required to help you add value to your HCM Product with Neo4j We’d love to meet you at our booth! GraphAware® SUMMARY