If you are a leader or manager in a large organization, you are probably familiar with these terms. But you may be unaware how your organization can benefit from people analytics and what it will take.
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People Analytics: Creating The Ultimate Workforce
1. People Analytics: Creating The Ultimate
Workforce
People analytics, historically referred to as HR Analytics and utilized strictly as an
HR function, has evolved into a systematic data-driven approach to improving
your entire business.
If you are a leader or manager in a large organization, you are probably familiar
with these terms. But you may be unaware how your organization can benefit
from people analytics and what it will take.
That is what we will discuss today.
Table of Contents
What is people analytics?
Difference between HR, people, and workforce analytics
How organizations benefit from people analytics
Where do you begin?
How other organizations leverage people analytics
Understanding the ROI of people analytics
How should organizations implement people analytics?
What is the cost of implementation?
How does CHCI use people analytics to help organizations?
What is people analytics?
People analytics is the process of leveraging new or existing data within your
organization to provide invaluable insights into your workforce and help you
make better business decisions.
People analytics delivers facts about your organization such as why people are
leaving your organization, the challenges they face, how much this is costing you,
2. and more. Equally importantly, it paints a picture of how to anticipate and
prevent these staffing challenges.
Difference between HR, people, and workforce
analytics
People analytics, HR analytics, workforce analytics, and even human capital or
business analytics are all different terms that share a common purpose: to
improve all areas of business performance through the use of workforce data.
Whatever you call it, the goal is to create a productive, innovative and powerful
workforce, which positively affects the bottom line.
How organizations benefit from people analytics
The true value of a well-structured people analytics initiative will reflect directly
on your bottom line. We’ll talk more about this in a minute, under the ROI
section.
For now, here are a few ways your organization can benefit from people analytics.
Ten Ways Organizations Benefit from People Analytics
1. Understand and improve retention
2. Identify patterns of racial bias or inequity in compensation
3. Create effective, non-biased processes for hiring and promoting
4. Strengthen workforce decision making
5. Increase accountability
6. Shift team silos
7. Improve employee productivity and commitment
8. Determine the traits of your quality employees
9. Seek better employee sourcing options
10.Develop a culture where decisions are made in accordance with the
evidence
3. How does it help my organization make better decisions?
A crucial component of people analytics is the ability to make informed decisions
based on user data. An example of this is McDonald’s. They learned that
employees working in groups containing a healthy mixture of generations tended
to be happier. Happier workforces can lead to improved service, product quality,
and teamwork, all creating higher value for the restaurant brand.
When CHCI worked with a shipment and transportation logistics business and
analyzed personnel data, we determined their attrition rate alone was costing the
organization millions of dollars. We were only able to start addressing the
problem once we identified the root cause and fundamental elements of the
problem through people analytics.
Google, a top 500 company, benefited tremendously from understanding their
workforce at a much deeper level. Google is continually analyzing data and
discovering solutions to improve their workplace, while creating an unstoppable
powerhouse and attracting some of the most innovate minds from around the
world.
Using data to solve problems
Leaders often make a decision based on “gut feeling” or “a hunch”, which is
ineffective and unnecessary. This approach offers zero certainty that the solutions
4. were the right ones, or what the effect of a different approach to the problem
could have been. In contrast, having evidence that supports those decisions has a
much higher chance of being correct.
Where do you begin?
Knowing the critical role that data plays in solving business and workforce-related
problems, where do you begin?
CHCI has a meticulous process called PODAMIA, an acronym that describes the
scientific, human capital problem-solving process. At a high-level, the process
consists of understanding the strategy and critical business areas, identifying the
right questions, and then answering those questions with data.
CHCI’s PODAMIA Process
The power of PODAMIA lies in its powerful six-step process to solving problems
through data. It is specifically designed to improve the probability that the
problem in question, the insights obtained, and the advice given by the leadership
team are all in line with the organizational goals.
Let’s have a closer look at the steps:
1. Problem: Identify and prioritize key problems for the organization.
2. Opinion: Solicit opinions (not data) and think through possible solutions.
3. Data: Determine the type of data required to answer the problem defined
in steps 1 & 2. Data may already exist; if not, establish a formal data
collection process and begin data collection.
4. Analysis & Metrics: Start analyzing the data and metrics. Our team of
analysts uses specialized software to interpret the results.
5. 5. Insight: Our team of skilled analysts takes a close look at the entire picture
and draws insights from the data, including answers to the questions
defined in the beginning. These findings are then communicated to
leadership in plain language.
6. Advice: Once these insights have been reported, leadership, now armed
with data analytics, can make data-driven decisions.
How other organizations leverage people analytics
Many organizations have successfully implemented and benefited from people
analytics, and those numbers are growing fast.
Another organization that is leveraging psychographics is Seedcamp. Their
objective is to identify groups of employees (teams) that have the greatest odds
for success.
Saberr uses algorithms that enable them to focus on the core values and
behavioral traits of their candidates. They feed data into their algorithms to help
them compare key values, behavioral compatibility, and diversity, thus helping
them ultimately predict with much higher precision the strength of the
interpersonal relationship between the applicants and potential employer. They
are able to eliminate the initial bias, by using a survey for both the employer and
applicant.
Understanding the ROI of people analytics
How much does it cost your organization to replace an employee? Do you know
your cost per hire? What is the cost of absenteeism per salaried or hourly
employee?
By understanding the answers to these and other relevant questions we can start
to see the kinds of returns your organization can experience.
How do people analytics affect the bottom line?
Let’s take a hypothetical example:
6. Say your organization has 1,500 employees, with an average turnover rate of
18.5% (up from 15.1% in 2013). Let’s also assume your average employee salary is
$70,000.
Lastly, we need an employee replacement rate. Some studies estimate 50% to
60% of an employee’s annual salary, while others say the ranges may be even
higher for jobs that require a higher level of education and specialized skills, such
as 213% for senior or executive level positions.
In our example, however, we will keep it simple and say it costs a third (33%) of
an employee’s annual salary to replace them. Keep in mind our example does not
include cost per hire or cost for absenteeism, which would drive our loss even
higher.
Let’s throw these numbers into a spreadsheet so we can begin to see the real value
people analytics can bring to your bottom line.
In this example, it’s costing this organization almost six and a half million dollars
($6,500,000) to replace employees every year.
Now that we understand the loss (and potential gain), we can start to analyze and
explore solutions that will help increase the retention rate and reduce employee
7. turnover. By drilling down on the data and understanding why people leave the
organization and the things we can do to prevent them from leaving, we can start
to see the impact this would have on the bottom line.
In our example, we only used ‘averages’. Your actual numbers may be much
higher or lower. Without people analytics and the invaluable insights it can reveal,
it’s difficult to assess the opportunities that can improve the long-term
performance of your organization.
A study by the Work Institute pointed out that over 75% of reasons employees
leave can be prevented. The question then becomes: how is your organization
dealing with this?
How should organizations implement people
analytics?
1. Understand the return the organization can ultimately gain from a well-
planned people analytics program. The example above is a great way to
start thinking about this.
2. Sit down with your team and start asking where the challenges are and how
those tie back to the organizational mission and strategy.
3. Research consulting companies who are experts in the field of people
analytics and have the capability to develop a solution customized
specifically for your organization.
What to look for in an analytics consulting company
Working with an analytics company that will execute successfully is a crucial step
in the process. A reputable analytics consulting company has a team who are
experts in the key areas of statistics, qualitative and quantitative data analysis,
predictive and descriptive analytics. They also dominate an array of analytical
tools that help understand vital aspects of the workforce.
Let’s bundle this up into a short list of key items to consider:
8. Determine if they are experts in the field of people analytics
Examine vendor portfolio, papers, and research
Check references
Interview the consulting company(s)
Consider and evaluate carefully (with your team)
What is the cost of implementation?
The cost for a successful people analytics implementation will depend entirely on
the size of the organization, the kinds of questions you are trying to answer based
on business goals, and whether existing data can be utilized or whether you will
need to collect it. We encourage you to reach out to our people analytics team of
experts for information on planning, strategy and investment.
Think of ‘cost’ in a different way
If you are an executive, particularly in Human Resource Management, then you
know full well the challenges, and more importantly, the costs involved in hiring
the wrong employees, the loss of those stellar ones, and the pain of dealing with
absenteeism. Therefore the investment your organization makes in people
analytics can easily be offset by improving those areas – quickly.
Anne Loehr, our Senior Vice President, said that organizations and top performers
with advanced analytics strategies tend to enjoy increased revenue growth and
operating margins of 15% or more.
The challenge then becomes how to align those issues with the strategy and
mission, to solve these revenue-draining problems.
How does CHCI use people analytics to help
organizations?
Our team of analysts is obsessed with discovering insights that are strictly based
on evidence. Put simply, we help leaders make better workforce related
decisions.
9. Our analysts are experts in the following research methods:
Quantitative and qualitative data analysis
Organizational network analysis
Future workforce trend analysis
ROI analysis
Survey design
Thematic and numeric content analysis
Getting a bit more technical, CHCI calculates and extrapolates information from
descriptive and inferential statistical tests, including measures of central
tendency, variability, correlations, chi-square tests, linear, logit, probit, and
selection regression models to support analytically-based, human capital
decisions. Why? To achieve measurable improvement in productivity and
engagement across an organization.
Overview of capabilities
CHCI uses an array of analytical tools to assess an organization’s workforce
characteristics. These tools help you make data-informed recommendations on
topics such as talent acquisition, workforce planning, employee engagement, and
performance evaluation.
Below is a list of the characteristics of our process. For a detail view on each of
these, we invite you to read our complimentary people analytics summary paper.
Analysis of existing data
Survey design
Performance assessment development
Existing policy review
Organizational network analysis
Conclusion
Having the ability to make decisions based on evidence is important. While we
need the data of people analytics, this process will always rely on a ‘human
element’ as well.
10. We are living in an age where almost everything we do generates some form of
data, known as big data. And if you are not putting systems and processes in
place today to help your organization leverage that data, you are falling behind.
Without the ability to extract context that allows you to make sense of that data,
it serves no value for your business.
So ask yourself where your business will be in ten years. Did you adopt analytics
early enough to position your organization for success in the future? Will you
have people and business analytics in place that will help you stay competitive?
And lastly, will you have organized the data in such a way that allows you to
seamlessly merge with AI technology?
These answers will not be straight-forward. However, what is certain is that
only you can answer them.