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30-Day Money-Back Guarantee

This course includes:

  • 9 hours on-demand video
  • 6 articles
  • 11 downloadable resources
  • Full lifetime access
  • Access on mobile and TV
Business Business Analytics & Intelligence HR Analytics

People Analytics 101 : HR Analytics Fundamentals

Conceptualize the Basics of Statistical Model Building.
Rating: 4.1 out of 54.1 (1,262 ratings)
4,217 students
Created by Unlock HR
Last updated 4/2020
English
English [Auto]
30-Day Money-Back Guarantee

What you'll learn

  • A Step by Step Approach to solve Business Problems in the area of People Analytics.
  • Understand the concepts of Statistical model building.
  • Journey of Analytics.
  • HR analytics and its importance.
  • Employee life cycle the areas where you can use analytics.
  • Get an understanding of HR metrics and the Journey from Metrics to Analytics.
  • Identify a business problem and its importance. You’ll also learn how to convert a business problem into statistical problem.
  • Understand the science behind gathering the data from various sources and how to do it right.
  • Understand how to create an efficient data dictionary for better understanding and future reference.
  • Identify the dependent and independent variable in your dataset.
  • Understand and learn about various file formats in which the data is stored Understand the steps involved in data preparation.
  • Various methods to measure Central Tendency, Variability and Shape of data.
  • Understand the steps involved in hypothesis testing, Univariate and Bi-variate Analysis.
  • Learn the concepts of Feature Engineering.
  • R and Rstudio: Installation, importing files and installation of packages.
  • Understand the concept of Machine Learning – Supervised and Unsupervised Learning Techniques.

Requirements

  • Anyone can take this course. You do not need any prior knowledge or additional equipment.

Description

People analytics is also known as HR analytics or you can say talent analytics. It is kind of analytics which helps HR managers, executives to make data-driven decisions about their employee or the workforce. It gives you expertise in using statistics, technology on unused but very important people’s data which can help you in making better business decision and management for your company. If we talk about numbers, research by McKinsey shows the people analytics can help in an 80% increase in recruiting efficiency, 25% rise in business productivity and 50% decreases in attrition rate.


Once you have completed the course, you can help your company to better drive the return on their investment on their employee. Classic approaches are not sufficient in getting the required result in the long run.

To overcome this gap we came up with a solution where you can learn the techniques of solving these problems on your own in a very simple and intuitive self-paced learning method.


You will understand how and when to use the people’s data to make decisions on

  1. Hiring,

  2. Recruitment,

  3. Talent Development,

  4. Employee Retention,

  5. Employee Satisfaction,

  6. Employee Engagement, etc.


Don't worry we will not going to perform complex talent management data analysis, but guide you to reach that step.


We have tried to create a very simple structure for this course so even if you have no knowledge or very basic knowledge of analytics then even you won't face any problem throughout the course. Let's take a look at the structure. We will start with the


  1. Understanding of what is analytics and why it is required.

  2. Areas where you need to apply your business analytics understanding.

  3. Understanding and acting on talent data across the entire employee life cycle.

  4. Understanding a business problem

  5. Finding a better analytical solution to that business problem

  6. How to collect data to solve that problem

  7. How to Find solutions using basic analytics technique or you can say Exploratory Data analytics.

  8. Applying feature engineering techniques to get the most out of data.

  9. You will also learn, how to do hypothesis testing and what are various techniques.

  10. And the most important is applying machine learning on HR Data and predicting futuristic insights.

  11. Oh, and wait, you are also learning data analysis techniques, which you can apply anywhere.


We intend to introduce you to "Businesses prosper when the people who work in them prosper". People analytics 101 is curated to help make both happen and at the same time, you flourish in your career growth, too.



Who this course is for:

  • HR Professionals who want to incorporate data analysis into their practice.
  • Managers who want to make data-driven decisions about employee, teams and their management practices.
  • Data Analysis professionals looking to apply their skills to people management decisions.
  • Students learning HR.
  • Students or any individual who want to advance into HR.
  • Business owners and Entrepreneurs.

Course content

20 sections • 59 lectures • 8h 48m total length

  • Preview03:55

  • Journey of Analytics
    01:11
  • What is Analytics and Why it is important?
    02:13
  • Analytics Maturity Model
    14:01
  • Extras
    00:07

  • Preview07:44

  • Understanding Business Problem
    09:35
  • Knowledge Check (Business Problem Understanding)
    6 questions

  • Preview01:07
  • 1. Employee Turnover
    08:12
  • The Business Problem
    06:34

  • Installation of R & R Studio
    18:17

  • Full code
    00:06
  • Introduction to Data Discovery & Collection
    01:52
  • HR Data Architecture
    02:59
  • Data list preparation and identification of Data Sources
    03:02
  • Collect initial Data
    07:51
  • Define Variables and create Data Dictionary
    03:19
  • Data Verification
    02:53
  • Knowledge Check (Data Collection)
    9 questions

  • Resources
    00:03
  • Defining Variables and Data Dictionary
    10:03
  • Data Verification
    15:31

  • Introduction to Data Preparation
    03:26
  • Uni-Variate Analysis
    23:04
  • Missing value treatment
    07:27
  • Outlier Detection & Treatment
    08:22
  • Feature Engineering - Variable Creation
    10:21
  • Feature Engineering - Variable Transformation
    15:17
  • Feature Engineering - Dimension Reduction
    14:26
  • Hypothesis Testing and Bi-Variate Analysis
    22:50
  • Data Split
    04:37
  • Knowledge Check (Data Preparation)
    10 questions

  • Univariate Analysis
    17:09
  • Feature Engineering Part - 1
    11:52
  • Bi-Variate Analysis Part - 1 (Categorical- Categorical)
    24:19
  • Bi-Variate Analysis Part - 2 (C-C Hypothesis Testing)
    09:25
  • Bi-Variate Analysis Part - 3 (Numerical - Categorical)
    23:35
  • Bi-Variate Analysis Part - 4 (Numerical - Categorical Hypothesis Testing)
    09:44
  • Feature Engineering Part - 2 (Dummy Variable Creation)
    09:13
  • Data Split
    07:07

Instructor

Unlock HR
HR Analytics / People Analytics / Talent Analytics
Unlock HR
  • 4.1 Instructor Rating
  • 1,979 Reviews
  • 7,551 Students
  • 9 Courses

UnlockHR means Unlocking the HR potential, it is a consortium of HR professionals & Analytics professionals focused to bridge the gap of HR Analytics knowledge sharing by introducing practical hands-on business problems turned as projects and courses, blogs and learning path. This helps students, learners, academicians, universities and other individuals across various disciplines in transforming their careers.

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