Using Data Science to deliver Workforce & Labour Market - - PowerPoint PPT Presentation

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Feb 20, 2023 190 likes •381 views

Using Data Science to deliver Workforce & Labour Market Insights Gary Gan Co-Founder, JobKred Colle llectio ion of of D Data Online Sources AI-powered Career Development Platform Skills, Education, Experience Labour Market

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Gary Gan

Co-Founder, JobKred

Using Data Science to deliver Workforce & Labour Market Insights

SLIDE 2

Skills, Education, Experience

Online Sources Ground-up

Colle llectio ion of

Data

AI-powered Career Development Platform

Cloud-based Digital Career Guidance Skills Profiling – Individual & Enterprise Labour Market Analytics Using Big Data

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Current Partners

Schools Trade Associations National

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“72% of education providers believe that their graduates are ready for work but less than 50% of youth and employers agree.”

Source: McKinsey Education Employment Survey 2012

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“… action is needed to reduce the gap between knowledge generated in the educational system and the skills demanded by employers.”

Source: http://www3.weforum.org/docs/GAC/2014/WEF_GAC_Employment_MatchingSkillsLabourMarket_Report_2014.pdf

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Decode Skills Demand Build Skills Supply

To Bridge the Gap – A Two Pronged Approach

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Preliminary Insights: IT Sector

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Predictive Modelling

Customized model based

n required context

Data Mining

Indexing data from multiple sources

Statistical Analysis

Data cleansing and relational extraction

Methodology

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0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Normalised Scores Skills

Decoding Skills Demand: Software Developer

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Interesting Findings

To Top Skill ills

1 Java 2 JavaScript 3 SQL 4 C# 5 XML 6 MySQL 7 C++ 8 Linux 9 HTML 10 Agile Methodologies 11 jQuery 12 CSS 13 .NET 14 PHP 15 Microsoft SQL Server

First Released in 1995 Version 9 Update in 2017

“Write once, Use Anywhere” Mantra Memory Management Multithreading Scalability

Beginners often start with

ther languages to grasp

general development practices Being a software developer depends not only on which programming language you know, but also the applications you want to build -varies from data processing, mobile apps to web and so on

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Top 100 Skills for Software Developer

16 Web Services 17 Python 18 C 19 Web Applications 20 Scrum 21 Visual Studio 22 Eclipse 23 Git 24 ASP.NET 25 AJAX 26 Subversion 27 Databases 28 Web Development 29 OOP 30 Software Design 31 UML 32 Design Patterns 33 Java Enterprise Edition 34 Spring 35 Unix 36 Algorithms 37 REST 38 Object Oriented Design 39 Hibernate 40 JSON 41 Android Development 42 Oracle 43 Test Driven Development 44 Perl 45 ASP.NET MVC 46 Distributed Systems 47 Apache 48 Tomcat 49 Ruby on Rails 50 WCF 51 JSP 52 PostgreSQL 53 Mobile Applications 54 Windows 55

Software Project Management

56 Objective-C 57 Ruby 58 LINQ 59 VB.NET 60 SOA 61 Integration 62 Machine Learning 63 Project Management 64 Maven 65 T-SQL 66 Matlab 67 Visual Basic 68 Cloud Computing 69 MVC 70 JUnit 71 Requirements Analysis 72 WPF 73 SDLC 74 Database Design 75 MongoDB 76 Bash 77 PL/SQL 78 SOAP 79 Shell Scripting 80 TFS 81 Software Architecture 82 Ant 83 Open Source 84 Open Source 85 IIS 86 Microsoft Office 87 Business Analysis 88 Embedded Systems 89 iOS Development 90 Struts 91 LaTeX 92 Servlets 93 Business Intelligence 94 XSLT 95 Product Management 96 Data Mining 97 TDD 98 SharePoint 99 JIRA 100 Node.js

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Skills Pertaining to Different Developers

Web D eb Dev evel eloper er

1 JavaScript 2 CSS 3 jQuery 4 PHP 5 MySQL 6 HTML 7 AJAX 8 XML 9 Java 10 Web Applications

Android Dev evel eloper er

1 Java 2 Android 3 Eclipse 4 MySQL 5 JavaScript 6 XML 7 PHP 8 JSON 9 SQL 10 C++

Game D e Dev evel eloper per

1 C++ 2 Unity3D 3 C# 4 Java 5 Game Design 6 ActionScript 7 JavaScript 8 PHP 9 Objective-C 10 Flash

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Decoding Skills Demand: Identifying Job Titles (Networking)

Ent ntry Qua ualifications s

(such as CCNA – Cisco Certified Network Associate Routing & Switching) 1 Network Engineer 2 Software Engineer 3 Systems Engineer 4 Network Administrator 5 System Administrator 6 Technician 7 Manager 8 Support Engineer 9 Network Consultant 10 Security Consultant

Inter ermed ediate Q e Qua ualifications ns

(such as CCNP – Cisco Certified Network Professional Routing & Switching) 1 Network Engineer 2 Senior Network Engineer 3 Systems Engineer 4 Network Consultant 5 Network Administrator 6 System Administrator 7 Senior Engineer 8 Network Specialist 9 Technician 10 Account Manager

Exper pert Q Qua ualifications

(such as CCIE – Cisco Certified Internetwork Expert) 1 Network Engineer 2 Senior Network Engineer 3 Systems Engineer 4 Network Consultant 5 Network Consulting Engineer 6 Senior Consultant 7 Senior Engineer 8 IT Specialist 9 Solutions Consultant 10 Senior Network Consultant

Combi bined ed

1 Network Engineer 2 Software Engineer 3 Systems Engineer 4 Senior Network Engineer 5 Network Administrator 6 System Administrator 7 Network Specialist 8 Security Consultant 9 Senior Software Engineer 10 Project Manager

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Decoding Skills Demand: Identifying Skills from Popular Titles

Combi bined ed

Net etwork E Eng ngine neer er

1 Cisco Technologies 2 Data Center 3 Firewalls 4 Network Security 5 Switches

System ems E s Eng ngineer eer

1 Integration 2 Linux 3 Virtualization 4 Project Management 5 Cloud Computing

System ems A s Administrator

1 Linux 2 Windows Server 3 Active Directory 4 Servers 5 VMWare

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Localized Data

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Localised Data Research

Comparison with data from other countries - as benchmarking and

references for local decision making

1 – 3 months

Benchmarking Data

Online

ne: Collection of Data from Local Job Boards and Data Analysis

3 – 6 months timeline
Offlin

fline: Skills Profiling Reports with Local Firms and Workforce

3 – 6 months timeline

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