Period
to 16 August 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 16 August 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 27 32 27
Rank change year-on-year +5 -5 -2
Permanent jobs citing Analytical Skills 713 717 870
As % of all permanent IT jobs advertised in Yorkshire 7.77% 6.92% 7.48%
As % of the Miscellaneous category 21.94% 19.18% 21.98%
Number of salaries quoted 568 557 655
Yorkshire median annual salary £40,000 £42,500 £38,000
Median salary % change year-on-year -5.88% +11.84% +1.33%
10th Percentile £21,500 £23,950 £24,750
90th Percentile £58,750 £59,400 £62,500
England median annual salary £49,500 £45,000 £45,500
% change year-on-year +10.00% -1.10% +1.11%

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 3,250 3,738 3,958
As % of all permanent IT jobs advertised in Yorkshire 35.40% 36.07% 34.04%
Number of salaries quoted 2,637 3,042 3,057
Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £23,000 £23,750 £23,500
90th Percentile £60,000 £60,000 £60,100
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 16 August 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 16 August 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 0 421 £40,000 -5.88% 71
North Yorkshire +23 160 £45,000 +5.88% 12
South Yorkshire +11 101 £37,500 -6.25% 16
East Yorkshire +14 11 £45,000 +12.50% 3
Analytical Skills
England

For the 6 months to 16 August 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.

1 361 (50.63%) Problem-Solving
2 200 (28.05%) Finance
2 200 (28.05%) Agile Software Development
3 163 (22.86%) SQL
4 152 (21.32%) Microsoft
5 110 (15.43%) Project Management
6 108 (15.15%) Stakeholder Management
7 107 (15.01%) SQL Server
7 107 (15.01%) Microsoft Excel
8 101 (14.17%) JavaScript
9 99 (13.88%) Degree
10 96 (13.46%) HTML
11 92 (12.90%) Microsoft Azure
12 84 (11.78%) C#
13 83 (11.64%) ITIL
14 82 (11.50%) CSS
15 81 (11.36%) Retail
16 80 (11.22%) .NET
16 80 (11.22%) Self-Motivation
17 76 (10.66%) Windows
18 75 (10.52%) Business Analysis
19 74 (10.38%) Java
19 74 (10.38%) Analytics
20 73 (10.24%) Microsoft Office
21 71 (9.96%) Business Intelligence
22 69 (9.68%) SDLC
23 65 (9.12%) Python
24 57 (7.99%) Time Management
25 54 (7.57%) Active Directory
26 53 (7.43%) SQL Server Integration Services

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 33 (4.63%) SAS
2 27 (3.79%) SharePoint
3 13 (1.82%) MS Exchange
4 12 (1.68%) IIS
5 11 (1.54%) Elasticsearch
5 11 (1.54%) WordPress
6 10 (1.40%) Exchange Server 2013
7 8 (1.12%) CMS
7 8 (1.12%) Exchange Server 2010
8 7 (0.98%) Apache Spark
8 7 (0.98%) Skype for Business
9 5 (0.70%) Oracle SOA Suite
9 5 (0.70%) SharePoint 2013
10 3 (0.42%) Apache Solr
10 3 (0.42%) Confluence
10 3 (0.42%) SharePoint Server
11 2 (0.28%) Apache
11 2 (0.28%) OpenEdge
12 1 (0.14%) CICS
12 1 (0.14%) IBM Notes
Applications
1 107 (15.01%) Microsoft Excel
2 73 (10.24%) Microsoft Office
3 35 (4.91%) Microsoft PowerPoint
4 10 (1.40%) MS Visio
5 8 (1.12%) Microsoft Project
5 8 (1.12%) Photoshop
5 8 (1.12%) SPSS
6 4 (0.56%) Acrobat
7 2 (0.28%) AutoCAD
7 2 (0.28%) EViews
8 1 (0.14%) Snagit
Business Applications
1 8 (1.12%) Dynamics AX
2 7 (0.98%) Dynamics NAV
3 4 (0.56%) Dynamics CRM
3 4 (0.56%) Sage 200
3 4 (0.56%) SAP APO
3 4 (0.56%) SAP SCM
4 3 (0.42%) Exstream
5 2 (0.28%) NetSuite
5 2 (0.28%) SAP MM
6 1 (0.14%) Sage 50
6 1 (0.14%) SAP CRM
6 1 (0.14%) SAP ERP
6 1 (0.14%) Unica
6 1 (0.14%) VisionPLUS
6 1 (0.14%) Visualfiles
Cloud Services
1 92 (12.90%) Microsoft Azure
2 51 (7.15%) Amazon AWS
3 38 (5.33%) Office 365
4 18 (2.52%) SaaS
5 13 (1.82%) OneDrive
6 12 (1.68%) PaaS
7 9 (1.26%) IaaS
8 8 (1.12%) Google Analytics
9 7 (0.98%) Dynamics 365
10 4 (0.56%) Adobe Analytics
10 4 (0.56%) Taleo
11 3 (0.42%) Serverless
12 2 (0.28%) Azure Active Directory
12 2 (0.28%) CallidusCloud
12 2 (0.28%) Google Cloud Platform
12 2 (0.28%) SuccessFactors
13 1 (0.14%) Amazon CloudWatch
13 1 (0.14%) Cloud Computing
13 1 (0.14%) IBM Blueworks
13 1 (0.14%) Rackspace Cloud
Communications & Networking
1 25 (3.51%) NetScaler
2 19 (2.66%) Firewall
3 15 (2.10%) DNS
4 13 (1.82%) DHCP
4 13 (1.82%) Network Security
4 13 (1.82%) TCP/IP
4 13 (1.82%) WAN
5 12 (1.68%) Broadband
5 12 (1.68%) Symposium
5 12 (1.68%) VPN
6 10 (1.40%) Cisco IOS
6 10 (1.40%) Skype
7 9 (1.26%) Cisco ASA
7 9 (1.26%) Cisco Nexus
7 9 (1.26%) F5 BIG-IP GTM
7 9 (1.26%) F5 BIG-IP LTM
7 9 (1.26%) MPLS
7 9 (1.26%) NX-OS
7 9 (1.26%) OSPF
7 9 (1.26%) VPLS
Database & Business Intelligence
1 107 (15.01%) SQL Server
2 53 (7.43%) SQL Server Integration Services
3 48 (6.73%) SQL Server Reporting Services
4 38 (5.33%) Relational Database
5 34 (4.77%) SQL Server Analysis Services
6 33 (4.63%) MySQL
7 31 (4.35%) Data Warehouse
8 28 (3.93%) Power BI
9 24 (3.37%) NoSQL
10 18 (2.52%) MongoDB
10 18 (2.52%) QlikView
11 17 (2.38%) Base SAS
12 13 (1.82%) CouchDB
12 13 (1.82%) Hadoop
12 13 (1.82%) SQLite
13 10 (1.40%) BusinessObjects
13 10 (1.40%) MS Access
13 10 (1.40%) SAP HANA
14 8 (1.12%) Crystal Reports
14 8 (1.12%) RDBMS
Development Applications
1 41 (5.75%) Git (software)
2 22 (3.09%) JIRA
3 15 (2.10%) Visual Studio
4 12 (1.68%) NUnit
4 12 (1.68%) Selenium
5 9 (1.26%) Jenkins
5 9 (1.26%) Sonatype Nexus
5 9 (1.26%) Team Foundation Server
6 6 (0.84%) Grunt
7 5 (0.70%) Atlassian Bamboo
7 5 (0.70%) Axure RP
7 5 (0.70%) Bitbucket
7 5 (0.70%) gulp
7 5 (0.70%) Visual Studio Team System
8 4 (0.56%) Maven
8 4 (0.56%) SQL Server Management Studio (SSMS)
8 4 (0.56%) Subversion
8 4 (0.56%) WebDriver
9 3 (0.42%) Dreamweaver
9 3 (0.42%) JMeter
General
1 200 (28.05%) Finance
2 81 (11.36%) Retail
3 41 (5.75%) Marketing
4 15 (2.10%) Pharmaceutical
5 14 (1.96%) Back Office
5 14 (1.96%) Banking
6 13 (1.82%) Advertising
7 10 (1.40%) Legal
8 8 (1.12%) Games
9 7 (0.98%) Financial Institution
9 7 (0.98%) Retail Banking
10 5 (0.70%) Law
10 5 (0.70%) Manufacturing
10 5 (0.70%) Telecoms
11 4 (0.56%) Billing
12 3 (0.42%) Automotive
13 2 (0.28%) Local Government
14 1 (0.14%) Military
14 1 (0.14%) Publishing
Job Titles
1 262 (36.75%) Analyst
2 150 (21.04%) Developer
3 92 (12.90%) Business Analyst
4 45 (6.31%) Service Analyst
5 43 (6.03%) Senior Analyst
6 38 (5.33%) Service Desk Analyst
7 37 (5.19%) .NET Developer
8 28 (3.93%) Senior Developer
9 24 (3.37%) Consultant
9 24 (3.37%) Software Developer
10 23 (3.23%) Architect
10 23 (3.23%) Senior Data Warehouse Specialist
11 22 (3.09%) Infrastructure Specialist
12 20 (2.81%) Software Engineer
13 17 (2.38%) IT Analyst
13 17 (2.38%) Senior Business Analyst
13 17 (2.38%) Support Analyst
14 16 (2.24%) Data Analyst
15 15 (2.10%) Java Developer
15 15 (2.10%) Senior Infrastructure Specialist
Libraries, Frameworks & Software Standards
1 96 (13.46%) HTML
2 82 (11.50%) CSS
3 80 (11.22%) .NET
4 37 (5.19%) ASP.NET
4 37 (5.19%) jQuery
4 37 (5.19%) Web Services
5 28 (3.93%) .NET Framework
6 26 (3.65%) HTML5
7 25 (3.51%) AngularJS
8 24 (3.37%) XML
9 19 (2.66%) REST
10 18 (2.52%) SOAP
11 17 (2.38%) Node.js
12 13 (1.82%) Twitter Bootstrap
13 12 (1.68%) XSD
14 11 (1.54%) LDAP
14 11 (1.54%) React
15 10 (1.40%) Laravel
16 9 (1.26%) ASP.NET Web API
16 9 (1.26%) Entity Framework
Miscellaneous
1 80 (11.22%) Self-Motivation
2 45 (6.31%) User Experience
3 34 (4.77%) Management Information System
4 30 (4.21%) Mobile App
5 17 (2.38%) Computer Science
6 15 (2.10%) Driving Licence
6 15 (2.10%) NHS
7 14 (1.96%) Analytical Mindset
8 12 (1.68%) Biotechnology
9 11 (1.54%) Data Centre
9 11 (1.54%) Enterprise Software
10 10 (1.40%) Greenfield Project
11 9 (1.26%) Client/Server
12 8 (1.12%) Graphic Design
13 7 (0.98%) Cloud Native
13 7 (0.98%) Enterprise Storage
13 7 (0.98%) PMI
14 6 (0.84%) Data Structures
14 6 (0.84%) Social Media
14 6 (0.84%) Virtual Team
Operating Systems
1 76 (10.66%) Windows
2 26 (3.65%) Windows Server
3 24 (3.37%) Linux
4 21 (2.95%) Android
5 20 (2.81%) Apple iOS
6 19 (2.66%) Windows 10
6 19 (2.66%) Windows 7
7 17 (2.38%) Windows Server 2012
8 16 (2.24%) Windows Server 2008
9 8 (1.12%) Red Hat Enterprise Linux
9 8 (1.12%) Windows Mobile
10 6 (0.84%) Unix
11 4 (0.56%) AIX
11 4 (0.56%) Debian
11 4 (0.56%) Ubuntu
11 4 (0.56%) Windows Server 2003
12 3 (0.42%) Fedora
12 3 (0.42%) SUSE
13 2 (0.28%) Mac OS
13 2 (0.28%) Windows XP
Processes & Methodologies
1 361 (50.63%) Problem-Solving
2 200 (28.05%) Agile Software Development
3 110 (15.43%) Project Management
4 108 (15.15%) Stakeholder Management
5 83 (11.64%) ITIL
6 75 (10.52%) Business Analysis
7 74 (10.38%) Analytics
8 71 (9.96%) Business Intelligence
9 69 (9.68%) SDLC
10 57 (7.99%) Time Management
11 49 (6.87%) DevOps
12 48 (6.73%) Decision-Making
13 43 (6.03%) Service Management
14 41 (5.75%) Continuous Improvement
14 41 (5.75%) ITSM
14 41 (5.75%) Scrum
15 40 (5.61%) Data Analysis
16 38 (5.33%) Coaching
17 37 (5.19%) Line Management
18 36 (5.05%) Mentoring
Programming Languages
1 163 (22.86%) SQL
2 101 (14.17%) JavaScript
3 84 (11.78%) C#
4 74 (10.38%) Java
5 65 (9.12%) Python
6 47 (6.59%) PHP
7 42 (5.89%) PowerShell
7 42 (5.89%) T-SQL
8 33 (4.63%) R
9 20 (2.81%) C
10 17 (2.38%) VB
11 16 (2.24%) MATLAB
11 16 (2.24%) VBA
12 15 (2.10%) Perl
13 12 (1.68%) VB.NET
14 10 (1.40%) Ruby
15 8 (1.12%) Bash Shell
15 8 (1.12%) C++
16 7 (0.98%) PHP 7
17 6 (0.84%) PL/SQL
Qualifications
1 99 (13.88%) Degree
2 21 (2.95%) ISEB
2 21 (2.95%) ISTQB
3 16 (2.24%) ITIL Foundation Certificate
4 14 (1.96%) Citrix Certification
5 13 (1.82%) Microsoft Certification
6 12 (1.68%) Cisco Certification
6 12 (1.68%) PMI Certification
7 10 (1.40%) CCNP
8 9 (1.26%) CCIE
9 7 (0.98%) CISSP
9 7 (0.98%) MCSE
10 6 (0.84%) ITIL Certification
11 5 (0.70%) Computer Science Degree
11 5 (0.70%) PMP
12 4 (0.56%) CISA
12 4 (0.56%) CISM
12 4 (0.56%) Numerate Degree
13 3 (0.42%) CCIE Security
13 3 (0.42%) DBS Check
Quality Assurance & Compliance
1 47 (6.59%) SLA
2 23 (3.23%) QA
3 19 (2.66%) PMO
4 18 (2.52%) Data Quality
5 11 (1.54%) GDPR
6 9 (1.26%) Disclosure Scotland
7 5 (0.70%) ISO/IEC 27001
7 5 (0.70%) PCI DSS
8 4 (0.56%) P3O
9 1 (0.14%) GCP
9 1 (0.14%) ISO 9001
System Software
1 54 (7.57%) Active Directory
2 34 (4.77%) VMware Infrastructure
3 21 (2.95%) XenApp
4 19 (2.66%) XenDesktop
5 16 (2.24%) VMware ESXi
6 13 (1.82%) Microsoft App-V
7 10 (1.40%) Docker
8 5 (0.70%) Active Directory Lightweight Directory Services
8 5 (0.70%) Hyper-V
9 3 (0.42%) Apache ZooKeeper
10 2 (0.28%) Virtual Servers
10 2 (0.28%) vSphere
Systems Management
1 24 (3.37%) Terraform
2 15 (2.10%) Puppet
3 14 (1.96%) XenMobile
4 11 (1.54%) McAfee ePO
5 8 (1.12%) WSUS
6 7 (0.98%) HP Quality Center
6 7 (0.98%) Opscode Chef
7 5 (0.70%) Nagios
7 5 (0.70%) SmoothWall
8 4 (0.56%) Graphite
8 4 (0.56%) Nessus
8 4 (0.56%) SCOM
9 3 (0.42%) Ansible
9 3 (0.42%) SCCM
10 2 (0.28%) HP ALM
10 2 (0.28%) Symantec Endpoint Protection
10 2 (0.28%) Systems Management Server (SMS)
11 1 (0.14%) Ambari
11 1 (0.14%) logstash
11 1 (0.14%) Microsoft Clustering
Vendors
1 152 (21.32%) Microsoft
2 40 (5.61%) VMware
3 38 (5.33%) Citrix
4 33 (4.63%) Tableau
5 28 (3.93%) Google
6 25 (3.51%) McAfee
7 20 (2.81%) SAP
8 17 (2.38%) Oracle
9 15 (2.10%) Capita
9 15 (2.10%) Cognos
9 15 (2.10%) Symantec
10 14 (1.96%) Cisco
11 13 (1.82%) Altiris
11 13 (1.82%) HP
12 12 (1.68%) Adobe
13 11 (1.54%) Samsung
14 10 (1.40%) F5
14 10 (1.40%) Juniper
15 9 (1.26%) CheckPoint
15 9 (1.26%) Salesforce.com