Period
to 19 October 2018

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Yorkshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 19 October 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 28 26 28
Rank change year-on-year -2 +2 -2
Permanent jobs citing Analytical Skills 634 707 865
As % of all permanent IT jobs advertised in Yorkshire 7.56% 7.42% 7.70%
As % of the Miscellaneous category 20.18% 21.00% 23.26%
Number of salaries quoted 499 528 698
Yorkshire median annual salary £40,000 £40,000 £37,500
Median salary % change year-on-year - +6.67% -
10th Percentile £22,500 £22,000 £22,675
90th Percentile £60,116 £60,000 £76,975
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Analytical Skills is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for generic IT skills.

All Generic IT Skills
Yorkshire
Permanent vacancies with a requirement for generic IT skills 3,141 3,367 3,719
As % of all permanent IT jobs advertised in Yorkshire 37.45% 35.34% 33.11%
Number of salaries quoted 2,445 2,678 3,006
Yorkshire median annual salary £42,500 £41,250 £40,000
Median salary % change year-on-year +3.03% +3.13% -
10th Percentile £25,000 £23,750 £23,000
90th Percentile £59,600 £61,625 £63,375
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Analytical Skills
Job Vacancy Trend in Yorkshire

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in Yorkshire.

Job vacancy trend for Analytical Skills in Yorkshire

Analytical Skills
Salary Trend in Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytical Skills in Yorkshire.

Salary trend for Analytical Skills in Yorkshire

Analytical Skills
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Analytical Skills in Yorkshire over the 6 months to 19 October 2018.

Salary histogram for Analytical Skills in Yorkshire

Analytical Skills
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the Yorkshire region over the 6 months to 19 October 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire -9 370 £40,000 - 85
North Yorkshire +22 156 £45,000 +12.50% 22
South Yorkshire -13 81 £40,000 +2.56% 12
East Yorkshire 0 7 £33,250 -18.50% 7
Analytical Skills
England

For the 6 months to 19 October 2018, IT jobs citing Analytical Skills also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for Analytical Skills.

1 320 (50.47%) Problem-Solving
2 175 (27.60%) Finance
3 165 (26.03%) Agile Software Development
4 133 (20.98%) SQL
4 133 (20.98%) Microsoft
5 104 (16.40%) Degree
6 103 (16.25%) Project Management
7 89 (14.04%) HTML
8 83 (13.09%) JavaScript
9 82 (12.93%) SQL Server
9 82 (12.93%) Microsoft Azure
10 79 (12.46%) Windows
11 78 (12.30%) Microsoft Excel
12 77 (12.15%) Python
13 76 (11.99%) CSS
14 71 (11.20%) ITIL
14 71 (11.20%) C#
15 69 (10.88%) Retail
16 68 (10.73%) Stakeholder Management
17 67 (10.57%) Java
17 67 (10.57%) .NET
18 63 (9.94%) Self-Motivation
19 60 (9.46%) Analytics
20 57 (8.99%) Active Directory
21 55 (8.68%) SDLC
22 52 (8.20%) PowerShell
23 51 (8.04%) User Experience
24 50 (7.89%) Time Management
24 50 (7.89%) VMware
25 48 (7.57%) Business Intelligence

Analytical Skills
Co-occurring IT Skills in Yorkshire by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 32 (5.05%) SAS
2 21 (3.31%) SharePoint
3 14 (2.21%) MS Exchange
4 11 (1.74%) CMS
5 10 (1.58%) Elasticsearch
5 10 (1.58%) Exchange Server 2013
6 9 (1.42%) Exchange Server 2010
6 9 (1.42%) IIS
6 9 (1.42%) WordPress
7 8 (1.26%) Oracle SOA Suite
7 8 (1.26%) Skype for Business
8 6 (0.95%) SharePoint 2013
9 4 (0.63%) CICS
9 4 (0.63%) SharePoint Server
9 4 (0.63%) Sitecore CMS
10 3 (0.47%) Apache Spark
10 3 (0.47%) OpenEdge
11 2 (0.32%) Apache
11 2 (0.32%) GeoServer
11 2 (0.32%) Oracle Workflow
Applications
1 78 (12.30%) Microsoft Excel
2 46 (7.26%) Microsoft Office
3 29 (4.57%) Microsoft PowerPoint
4 13 (2.05%) MS Visio
4 13 (2.05%) Photoshop
5 4 (0.63%) Acrobat
5 4 (0.63%) SPSS
6 3 (0.47%) Microsoft Project
7 2 (0.32%) AutoCAD
7 2 (0.32%) EViews
8 1 (0.16%) Chatbot
8 1 (0.16%) InVision
8 1 (0.16%) Weka
Business Applications
1 8 (1.26%) SAP APO
1 8 (1.26%) SAP SCM
2 6 (0.95%) Dynamics AX
3 5 (0.79%) Dynamics NAV
4 3 (0.47%) Dynamics CRM
4 3 (0.47%) Exstream
4 3 (0.47%) Sage 200
5 2 (0.32%) BASE24
6 1 (0.16%) NetSuite
6 1 (0.16%) Oracle EBS
6 1 (0.16%) Oracle EBS R12
6 1 (0.16%) Oracle iRecruitment
6 1 (0.16%) PeopleSoft HRMS
6 1 (0.16%) VisionPLUS
6 1 (0.16%) Visualfiles
Cloud Services
1 82 (12.93%) Microsoft Azure
2 44 (6.94%) Amazon AWS
3 38 (5.99%) Office 365
4 17 (2.68%) OneDrive
5 15 (2.37%) SaaS
6 7 (1.10%) Dynamics 365
7 6 (0.95%) Google Analytics
8 5 (0.79%) PaaS
9 4 (0.63%) IaaS
10 3 (0.47%) Adobe Analytics
10 3 (0.47%) OpenShift
10 3 (0.47%) Taleo
11 2 (0.32%) Azure Active Directory
11 2 (0.32%) Serverless
12 1 (0.16%) Amazon CloudWatch
12 1 (0.16%) BrowserStack
12 1 (0.16%) Cloud Computing
12 1 (0.16%) Cloudflare
12 1 (0.16%) Rackspace Cloud
12 1 (0.16%) SuccessFactors
Communications & Networking
1 34 (5.36%) NetScaler
2 19 (3.00%) Firewall
3 18 (2.84%) DNS
4 16 (2.52%) VPN
5 15 (2.37%) DHCP
5 15 (2.37%) WAN
6 14 (2.21%) Broadband
7 12 (1.89%) Network Security
7 12 (1.89%) SAN
8 11 (1.74%) MPLS
9 10 (1.58%) Cisco ASA
9 10 (1.58%) Cisco IOS
10 9 (1.42%) BGP
10 9 (1.42%) Cisco Nexus
10 9 (1.42%) F5 BIG-IP GTM
10 9 (1.42%) F5 BIG-IP LTM
10 9 (1.42%) NX-OS
10 9 (1.42%) OSPF
10 9 (1.42%) VPLS
11 8 (1.26%) Intranet
Database & Business Intelligence
1 82 (12.93%) SQL Server
2 41 (6.47%) SQL Server Integration Services
3 39 (6.15%) SQL Server Reporting Services
4 32 (5.05%) MySQL
5 31 (4.89%) Relational Database
5 31 (4.89%) SQL Server Analysis Services
6 27 (4.26%) Data Warehouse
7 17 (2.68%) NoSQL
7 17 (2.68%) Power BI
8 16 (2.52%) MongoDB
9 13 (2.05%) CouchDB
9 13 (2.05%) SQLite
10 12 (1.89%) Hadoop
10 12 (1.89%) QlikView
10 12 (1.89%) SAP HANA
11 11 (1.74%) Base SAS
12 10 (1.58%) RDBMS
13 9 (1.42%) Redis
14 8 (1.26%) Big Data
14 8 (1.26%) OLAP
Development Applications
1 39 (6.15%) Git (software)
2 21 (3.31%) JIRA
3 17 (2.68%) Selenium
4 12 (1.89%) Jenkins
5 10 (1.58%) Axure RP
6 9 (1.42%) WebDriver
7 8 (1.26%) Grunt
7 8 (1.26%) NUnit
7 8 (1.26%) Team Foundation Server
8 7 (1.10%) gulp
8 7 (1.10%) Maven
9 5 (0.79%) Sonatype Nexus
9 5 (0.79%) Visual Studio Team System
10 4 (0.63%) Dreamweaver
10 4 (0.63%) Visual Studio
11 3 (0.47%) Ranorex
11 3 (0.47%) SonarQube
11 3 (0.47%) Subversion
12 2 (0.32%) JMeter
12 2 (0.32%) Octopus Deploy
General
1 175 (27.60%) Finance
2 69 (10.88%) Retail
3 38 (5.99%) Marketing
4 14 (2.21%) Back Office
5 12 (1.89%) Banking
6 9 (1.42%) Manufacturing
7 8 (1.26%) Pharmaceutical
8 6 (0.95%) Advertising
8 6 (0.95%) Retail Banking
8 6 (0.95%) Telecoms
9 5 (0.79%) Games
10 4 (0.63%) Law
10 4 (0.63%) Legal
11 2 (0.32%) Billing
11 2 (0.32%) Financial Institution
12 1 (0.16%) Automotive
12 1 (0.16%) Front Office
12 1 (0.16%) Investment Banking
12 1 (0.16%) Local Government
12 1 (0.16%) Military
Job Titles
1 195 (30.76%) Analyst
2 137 (21.61%) Developer
3 46 (7.26%) Business Analyst
4 41 (6.47%) Senior Analyst
5 35 (5.52%) .NET Developer
6 30 (4.73%) Consultant
7 29 (4.57%) Senior Data Warehouse Specialist
7 29 (4.57%) Service Analyst
8 27 (4.26%) Service Desk Analyst
9 24 (3.79%) Infrastructure Specialist
9 24 (3.79%) Senior Developer
10 22 (3.47%) Software Developer
11 21 (3.31%) Architect
11 21 (3.31%) Designer
12 19 (3.00%) Support Analyst
13 17 (2.68%) Data Analyst
13 17 (2.68%) Senior Infrastructure Specialist
13 17 (2.68%) UX Designer
14 16 (2.52%) Service Manager
14 16 (2.52%) Software Engineer
Libraries, Frameworks & Software Standards
1 89 (14.04%) HTML
2 76 (11.99%) CSS
3 67 (10.57%) .NET
4 39 (6.15%) jQuery
5 30 (4.73%) ASP.NET
6 26 (4.10%) .NET Framework
6 26 (4.10%) Web Services
7 25 (3.94%) HTML5
8 24 (3.79%) AngularJS
9 16 (2.52%) Node.js
10 15 (2.37%) XML
11 12 (1.89%) Middleware
11 12 (1.89%) React
12 11 (1.74%) REST
13 10 (1.58%) Entity Framework
13 10 (1.58%) Laravel
13 10 (1.58%) Twitter Bootstrap
14 9 (1.42%) LDAP
15 8 (1.26%) ASP.NET Web API
15 8 (1.26%) SOAP
Miscellaneous
1 63 (9.94%) Self-Motivation
2 51 (8.04%) User Experience
3 32 (5.05%) Management Information System
4 27 (4.26%) Mobile App
5 20 (3.15%) Computer Science
6 18 (2.84%) Driving Licence
7 13 (2.05%) Enterprise Software
8 11 (1.74%) Data Centre
8 11 (1.74%) Fintech
9 10 (1.58%) Analytical Mindset
9 10 (1.58%) Client/Server
9 10 (1.58%) Enterprise Storage
10 9 (1.42%) AS400
11 8 (1.26%) Virtual Team
12 7 (1.10%) Cloud Native
12 7 (1.10%) Credit Risk
12 7 (1.10%) Graphic Design
12 7 (1.10%) Greenfield Project
13 6 (0.95%) Biotechnology
13 6 (0.95%) Social Media
Operating Systems
1 79 (12.46%) Windows
2 33 (5.21%) Windows Server
3 25 (3.94%) Windows 10
3 25 (3.94%) Windows 7
4 23 (3.63%) Windows Server 2008
5 21 (3.31%) Linux
5 21 (3.31%) Windows Server 2012
6 14 (2.21%) Android
6 14 (2.21%) Apple iOS
7 8 (1.26%) Unix
8 6 (0.95%) Red Hat Enterprise Linux
9 4 (0.63%) Debian
9 4 (0.63%) Ubuntu
9 4 (0.63%) Windows 8
10 3 (0.47%) AIX
10 3 (0.47%) Fedora
10 3 (0.47%) Mac OS X
10 3 (0.47%) SUSE
11 2 (0.32%) Windows Mobile
11 2 (0.32%) Windows Server 2003
Processes & Methodologies
1 320 (50.47%) Problem-Solving
2 165 (26.03%) Agile Software Development
3 103 (16.25%) Project Management
4 71 (11.20%) ITIL
5 68 (10.73%) Stakeholder Management
6 60 (9.46%) Analytics
7 55 (8.68%) SDLC
8 50 (7.89%) Time Management
9 48 (7.57%) Business Intelligence
10 47 (7.41%) Decision-Making
11 43 (6.78%) Business Analysis
11 43 (6.78%) DevOps
12 41 (6.47%) Coaching
12 41 (6.47%) Process Improvement
13 40 (6.31%) Mentoring
14 39 (6.15%) Line Management
14 39 (6.15%) Service Management
15 34 (5.36%) Software Engineering
16 33 (5.21%) Analytical Thinking
17 32 (5.05%) ITSM
Programming Languages
1 133 (20.98%) SQL
2 83 (13.09%) JavaScript
3 77 (12.15%) Python
4 71 (11.20%) C#
5 67 (10.57%) Java
6 52 (8.20%) PowerShell
7 43 (6.78%) PHP
8 35 (5.52%) T-SQL
9 32 (5.05%) R
10 20 (3.15%) VBA
11 17 (2.68%) Ruby
12 16 (2.52%) Perl
13 12 (1.89%) MATLAB
14 10 (1.58%) C
14 10 (1.58%) VB
15 9 (1.42%) Bash Shell
15 9 (1.42%) Java 8
15 9 (1.42%) RPG
15 9 (1.42%) RPG IV
16 7 (1.10%) PHP 7
Qualifications
1 104 (16.40%) Degree
2 23 (3.63%) ISTQB
3 22 (3.47%) Citrix Certification
4 18 (2.84%) ISEB
5 13 (2.05%) ITIL Foundation Certificate
5 13 (2.05%) Microsoft Certification
6 11 (1.74%) Cisco Certification
6 11 (1.74%) PMI Certification
6 11 (1.74%) Security Cleared
7 10 (1.58%) CCNP
7 10 (1.58%) CISSP
7 10 (1.58%) SC Cleared
8 9 (1.42%) CCIE
9 8 (1.26%) MCSE
10 7 (1.10%) PMP
11 6 (0.95%) ITIL Certification
12 5 (0.79%) CISM
12 5 (0.79%) Computer Science Degree
13 4 (0.63%) CISA
13 4 (0.63%) CISMP
Quality Assurance & Compliance
1 46 (7.26%) SLA
2 16 (2.52%) Data Quality
2 16 (2.52%) QA
3 14 (2.21%) PMO
4 11 (1.74%) Disclosure Scotland
5 10 (1.58%) GDPR
6 6 (0.95%) ISO/IEC 27001
7 5 (0.79%) PCI DSS
8 3 (0.47%) Sarbanes-Oxley
9 1 (0.16%) Cyber Essentials
9 1 (0.16%) ISO 9001
9 1 (0.16%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
9 1 (0.16%) P3O
System Software
1 57 (8.99%) Active Directory
2 44 (6.94%) VMware Infrastructure
3 29 (4.57%) XenApp
4 27 (4.26%) XenDesktop
5 26 (4.10%) VMware ESXi
6 17 (2.68%) Microsoft App-V
7 8 (1.26%) Docker
8 5 (0.79%) Active Directory Lightweight Directory Services
9 3 (0.47%) Hyper-V
9 3 (0.47%) Virtual Servers
9 3 (0.47%) vSphere
10 2 (0.32%) Apache ZooKeeper
Systems Management
1 22 (3.47%) Terraform
1 22 (3.47%) XenMobile
2 15 (2.37%) Puppet
3 11 (1.74%) McAfee ePO
4 10 (1.58%) WSUS
5 7 (1.10%) HP Quality Center
5 7 (1.10%) SCCM
6 6 (0.95%) Ansible
7 5 (0.79%) SCOM
7 5 (0.79%) Systems Management Server (SMS)
8 4 (0.63%) Kubernetes
8 4 (0.63%) Nessus
9 3 (0.47%) Opscode Chef
9 3 (0.47%) Rundeck
10 2 (0.32%) DameWare
10 2 (0.32%) HP ALM
10 2 (0.32%) Oracle Identity Manager
10 2 (0.32%) ServiceCenter
10 2 (0.32%) Symantec Endpoint Protection
11 1 (0.16%) Ambari
Vendors
1 133 (20.98%) Microsoft
2 50 (7.89%) VMware
3 43 (6.78%) Citrix
4 28 (4.42%) McAfee
4 28 (4.42%) Tableau
5 27 (4.26%) Oracle
6 21 (3.31%) Google
7 20 (3.15%) Symantec
8 19 (3.00%) SAP
9 17 (2.68%) Altiris
9 17 (2.68%) HP
10 15 (2.37%) Cisco
11 12 (1.89%) Cognos
12 10 (1.58%) Adobe
12 10 (1.58%) F5
12 10 (1.58%) Juniper
13 9 (1.42%) CheckPoint
14 8 (1.26%) Brocade
14 8 (1.26%) Ivanti
15 7 (1.10%) Salesforce.com