Period
to 15 November 2019

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 15 November 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
15 Nov 2019
Same period 2018 Same period 2017
Rank 32 28 23
Rank change year-on-year -4 -5 +5
Permanent jobs citing Analytical Skills 471 643 741
As % of all permanent IT jobs advertised in Yorkshire 6.87% 7.65% 7.50%
As % of the Miscellaneous category 19.25% 20.97% 22.77%
Number of salaries quoted 352 507 576
Yorkshire median annual salary £40,000 £40,000 £40,000
10th Percentile £24,038 £22,900 £25,000
90th Percentile £69,950 £60,950 £60,000
England median annual salary £50,000 £50,000 £47,500
% 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 2,447 3,066 3,254
As % of all permanent IT jobs advertised in Yorkshire 35.71% 36.48% 32.95%
Number of salaries quoted 1,842 2,357 2,595
Yorkshire median annual salary £43,000 £42,500 £41,250
Median salary % change year-on-year +1.18% +3.03% +3.13%
10th Percentile £25,000 £25,750 £25,000
90th Percentile £67,500 £60,000 £61,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

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 15 November 2019.

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 15 November 2019. 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 -1 283 £41,250 +3.13% 59
South Yorkshire +9 83 £45,000 +20.00% 22
North Yorkshire -50 78 £32,500 -30.87% 18
East Yorkshire +16 17 £31,750 -4.51% 6
Analytical Skills
England

For the 6 months to 15 November 2019, 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.

1 240 (50.96%) Problem-Solving
2 142 (30.15%) Finance
3 129 (27.39%) Agile Software Development
4 118 (25.05%) Microsoft
5 114 (24.20%) SQL
6 91 (19.32%) Change Management
7 76 (16.14%) Continuous Improvement
8 75 (15.92%) ITIL
8 75 (15.92%) Microsoft Excel
9 70 (14.86%) SQL Server
10 64 (13.59%) Project Management
11 58 (12.31%) Degree
12 55 (11.68%) Microsoft Office
13 53 (11.25%) Business Intelligence
14 52 (11.04%) Windows
14 52 (11.04%) Analytics
15 48 (10.19%) Azure
16 46 (9.77%) Workshop Facilitation
17 42 (8.92%) Process Improvement
18 40 (8.49%) SQL Server Reporting Services
19 39 (8.28%) Python
19 39 (8.28%) JavaScript
19 39 (8.28%) Decision-Making
20 38 (8.07%) C#
21 37 (7.86%) Microsoft PowerPoint
22 35 (7.43%) AWS
23 33 (7.01%) Cisco
23 33 (7.01%) Project Delivery
24 32 (6.79%) Time Management
25 31 (6.58%) 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 16 (3.40%) SharePoint
1 16 (3.40%) Skype for Business
2 14 (2.97%) IIS
3 10 (2.12%) SAS
4 8 (1.70%) Apache Spark
4 8 (1.70%) Confluence
5 6 (1.27%) CMS
6 5 (1.06%) WordPress
7 3 (0.64%) Apache
7 3 (0.64%) MS Exchange
8 2 (0.42%) BizTalk Server
9 1 (0.21%) Exchange Server 2010
9 1 (0.21%) Exchange Server 2013
Applications
1 75 (15.92%) Microsoft Excel
2 55 (11.68%) Microsoft Office
3 37 (7.86%) Microsoft PowerPoint
4 5 (1.06%) Photoshop
5 4 (0.85%) SPSS
6 1 (0.21%) Microsoft Project
6 1 (0.21%) MS Visio
6 1 (0.21%) Spreadsheet
Business Applications
1 8 (1.70%) assyst
2 7 (1.49%) Dynamics CRM
3 2 (0.42%) Epicor Tropos
3 2 (0.42%) Unit4 Business World
4 1 (0.21%) Dynamics AX
4 1 (0.21%) Oracle 11i
4 1 (0.21%) SAP S/4HANA
Cloud Services
1 48 (10.19%) Azure
2 35 (7.43%) AWS
3 31 (6.58%) Office 365
3 31 (6.58%) Power Platform
4 15 (3.18%) SaaS
5 13 (2.76%) Cloud Computing
6 8 (1.70%) GCP
7 7 (1.49%) Sumo Logic
8 3 (0.64%) Google Analytics
8 3 (0.64%) Google Sheets
9 2 (0.42%) Adobe Analytics
9 2 (0.42%) Amazon EC2
9 2 (0.42%) Amazon Kinesis
9 2 (0.42%) Amazon SageMaker
9 2 (0.42%) Azure Machine Learning
10 1 (0.21%) AdWords
10 1 (0.21%) AWS Lambda
10 1 (0.21%) Serverless
Communications & Networking
1 27 (5.73%) Firewall
2 25 (5.31%) LAN
2 25 (5.31%) WAN
3 24 (5.10%) Wireless
4 23 (4.88%) DNS
5 21 (4.46%) DHCP
6 19 (4.03%) TCP/IP
7 16 (3.40%) Skype
7 16 (3.40%) VPN
8 14 (2.97%) Internet
9 11 (2.34%) Remote Desktop
10 10 (2.12%) ISDN
10 10 (2.12%) MPLS
10 10 (2.12%) NGN
10 10 (2.12%) PBX
10 10 (2.12%) SAN
10 10 (2.12%) VoIP
11 6 (1.27%) Network Security
12 4 (0.85%) BGP
12 4 (0.85%) OSPF
Database & Business Intelligence
1 70 (14.86%) SQL Server
2 40 (8.49%) SQL Server Reporting Services
3 31 (6.58%) Power BI
3 31 (6.58%) SQL Server Integration Services
4 21 (4.46%) SQL Server Analysis Services
5 17 (3.61%) Data Warehouse
6 13 (2.76%) Relational Database
7 8 (1.70%) Big Data
7 8 (1.70%) QlikView
8 7 (1.49%) Oracle Database
9 6 (1.27%) Crystal Reports
9 6 (1.27%) SQL Server 2016
10 5 (1.06%) MS Access
10 5 (1.06%) RDBMS
11 4 (0.85%) Amazon RDS
11 4 (0.85%) Azure SQL Database
11 4 (0.85%) NoSQL
11 4 (0.85%) SQL Server 2008
11 4 (0.85%) SQL Server 2012
12 3 (0.64%) BigQuery
Development Applications
1 13 (2.76%) JIRA
2 12 (2.55%) Git (software)
3 10 (2.12%) Selenium
4 9 (1.91%) WebDriver
5 7 (1.49%) CircleCI
5 7 (1.49%) Jenkins
5 7 (1.49%) SoapUI
5 7 (1.49%) Team Foundation Server
6 5 (1.06%) Oracle APEX
6 5 (1.06%) Toad
7 4 (0.85%) SpecFlow
8 3 (0.64%) Visual Studio
9 2 (0.42%) Bitbucket
9 2 (0.42%) Bugzilla
9 2 (0.42%) JMeter
9 2 (0.42%) Redmine
10 1 (0.21%) Fiddler
10 1 (0.21%) Octopus Deploy
10 1 (0.21%) SQL Server Management Studio (SSMS)
10 1 (0.21%) TeamCity
General
1 142 (30.15%) Finance
2 29 (6.16%) Banking
3 21 (4.46%) Telecoms
4 20 (4.25%) Marketing
5 16 (3.40%) Games
5 16 (3.40%) Retail
6 15 (3.18%) Public Sector
7 12 (2.55%) Financial Institution
8 10 (2.12%) Manufacturing
9 8 (1.70%) Legal
10 7 (1.49%) Pharmaceutical
11 5 (1.06%) Local Government
12 4 (0.85%) Housing Association
13 3 (0.64%) Back Office
13 3 (0.64%) Billing
13 3 (0.64%) Law
14 2 (0.42%) Social Housing
15 1 (0.21%) General Ledger
15 1 (0.21%) Social Science
Job Titles
1 161 (34.18%) Analyst
2 75 (15.92%) Business Analyst
3 71 (15.07%) Developer
4 24 (5.10%) Senior Analyst
5 23 (4.88%) Project Manager
6 21 (4.46%) Business Intelligence Developer
7 20 (4.25%) Data Analyst
7 20 (4.25%) Infrastructure Engineer
8 18 (3.82%) Architect
9 16 (3.40%) Consultant
9 16 (3.40%) Infrastructure Manager
9 16 (3.40%) Infrastructure Project Manager
9 16 (3.40%) Support Engineer
10 15 (3.18%) Business Developer
10 15 (3.18%) IT Manager
11 14 (2.97%) Support Analyst
12 13 (2.76%) Service Analyst
13 12 (2.55%) Data Scientist
13 12 (2.55%) IT Support
13 12 (2.55%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 20 (4.25%) .NET
1 20 (4.25%) HTML
2 18 (3.82%) CSS
3 12 (2.55%) AngularJS
4 10 (2.12%) jQuery
5 7 (1.49%) GraphQL
5 7 (1.49%) React
5 7 (1.49%) Vue.js
5 7 (1.49%) Web Services
6 6 (1.27%) .NET Core
6 6 (1.27%) XML
7 5 (1.06%) HTML5
7 5 (1.06%) Node.js
7 5 (1.06%) REST
7 5 (1.06%) Sass
8 4 (0.85%) CSS3
8 4 (0.85%) Gherkin
9 3 (0.64%) J2EE
10 2 (0.42%) .NET Framework
10 2 (0.42%) Theano
Miscellaneous
1 30 (6.37%) Management Information System
2 23 (4.88%) Self-Motivation
3 18 (3.82%) Analytical Mindset
4 17 (3.61%) NHS
5 11 (2.34%) CMDB
6 7 (1.49%) Greenfield Project
6 7 (1.49%) New Media
6 7 (1.49%) Video on Demand
6 7 (1.49%) Video\Live Streaming
7 6 (1.27%) Algorithms
7 6 (1.27%) EPoS
7 6 (1.27%) PKI
8 5 (1.06%) Driving Licence
8 5 (1.06%) PMI
9 4 (0.85%) Data Protection Act
9 4 (0.85%) Internet of Things
9 4 (0.85%) Social Media
10 3 (0.64%) Derivative
10 3 (0.64%) Mainframe
10 3 (0.64%) Robotics
Operating Systems
1 52 (11.04%) Windows
2 28 (5.94%) Linux
3 23 (4.88%) Windows Server
4 22 (4.67%) Windows Server 2003
5 21 (4.46%) Windows Server 2012
6 19 (4.03%) Unix
7 17 (3.61%) Windows Server 2008
8 11 (2.34%) Windows 10
9 10 (2.12%) Windows 8
10 4 (0.85%) Solaris
11 3 (0.64%) Android
11 3 (0.64%) Apple iOS
12 2 (0.42%) Mac OS
13 1 (0.21%) Red Hat Enterprise Linux
13 1 (0.21%) SUSE
13 1 (0.21%) SUSE Linux Enterprise Server
Processes & Methodologies
1 240 (50.96%) Problem-Solving
2 129 (27.39%) Agile Software Development
3 91 (19.32%) Change Management
4 76 (16.14%) Continuous Improvement
5 75 (15.92%) ITIL
6 64 (13.59%) Project Management
7 53 (11.25%) Business Intelligence
8 52 (11.04%) Analytics
9 46 (9.77%) Workshop Facilitation
10 42 (8.92%) Process Improvement
11 39 (8.28%) Decision-Making
12 33 (7.01%) Project Delivery
13 32 (6.79%) Time Management
14 29 (6.16%) Business Analysis
14 29 (6.16%) CRM
14 29 (6.16%) Service Management
15 28 (5.94%) Acceptance Criteria
15 28 (5.94%) Stakeholder Management
16 27 (5.73%) Data Analysis
16 27 (5.73%) User Stories
Programming Languages
1 114 (24.20%) SQL
2 39 (8.28%) JavaScript
2 39 (8.28%) Python
3 38 (8.07%) C#
4 26 (5.52%) Java
5 24 (5.10%) T-SQL
6 14 (2.97%) R
7 9 (1.91%) PL/SQL
8 8 (1.70%) C
8 8 (1.70%) Scala
9 7 (1.49%) Go
9 7 (1.49%) Perl
9 7 (1.49%) PowerShell
9 7 (1.49%) Ruby
9 7 (1.49%) VB
9 7 (1.49%) VBA
10 6 (1.27%) VB.NET
11 5 (1.06%) Shell Script
12 3 (0.64%) C++
12 3 (0.64%) MATLAB
Qualifications
1 58 (12.31%) Degree
2 14 (2.97%) CCNP
2 14 (2.97%) Cisco Certification
3 12 (2.55%) PMI Certification
4 11 (2.34%) CCNA
4 11 (2.34%) Microsoft Certification
5 10 (2.12%) MCSE
6 9 (1.91%) Master's Degree
7 7 (1.49%) PMP
8 6 (1.27%) Computer Science Degree
9 5 (1.06%) PRINCE2 Certification
9 5 (1.06%) TOGAF Certification
10 4 (0.85%) CISMP
10 4 (0.85%) ISEB
10 4 (0.85%) PhD
10 4 (0.85%) PRINCE2 Practitioner
11 3 (0.64%) CCIE
12 2 (0.42%) CISSP
12 2 (0.42%) JNCIP
12 2 (0.42%) SSCP
Quality Assurance & Compliance
1 27 (5.73%) SLA
2 22 (4.67%) Data Quality
3 12 (2.55%) PMO
4 11 (2.34%) Actionable Recommendations
4 11 (2.34%) ISO/IEC 27001
5 10 (2.12%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
5 10 (2.12%) QA
6 9 (1.91%) GDPR
7 4 (0.85%) Cyber Essentials
7 4 (0.85%) Cyber Essentials PLUS
7 4 (0.85%) IFRS
8 3 (0.64%) PCI DSS
9 2 (0.42%) COBIT
9 2 (0.42%) IFRS 9
9 2 (0.42%) ISO/IEC 20000
9 2 (0.42%) NIST
10 1 (0.21%) P3O
System Software
1 29 (6.16%) Active Directory
2 18 (3.82%) Hyper-V
2 18 (3.82%) VMware Infrastructure
3 17 (3.61%) vSphere
4 16 (3.40%) Docker
5 11 (2.34%) XenApp
6 4 (0.85%) VMware NSX
7 1 (0.21%) Microsoft App-V
7 1 (0.21%) ProxySG
7 1 (0.21%) Virtual Servers
7 1 (0.21%) VMware ESXi
Systems Management
1 10 (2.12%) Nessus
1 10 (2.12%) SCCM
1 10 (2.12%) WSUS
2 7 (1.49%) Kubernetes
3 4 (0.85%) Nagios
3 4 (0.85%) Prometheus
3 4 (0.85%) ZABBIX
4 1 (0.21%) Ansible
4 1 (0.21%) Backup Exec
4 1 (0.21%) Norton AntiVirus
4 1 (0.21%) Puppet
4 1 (0.21%) vCenter Server
Vendors
1 118 (25.05%) Microsoft
2 33 (7.01%) Cisco
3 31 (6.58%) Tableau
4 28 (5.94%) VMware
5 15 (3.18%) Citrix
5 15 (3.18%) Oracle
6 14 (2.97%) Google
7 13 (2.76%) HP
7 13 (2.76%) Veeam
8 11 (2.34%) Dell
9 10 (2.12%) Mitel
9 10 (2.12%) Siemens
10 9 (1.91%) FIS
10 9 (1.91%) WorldPay
11 8 (1.70%) Cognos
12 7 (1.49%) Adobe
12 7 (1.49%) AppDynamics
12 7 (1.49%) Xamarin
13 5 (1.06%) TIBCO
14 4 (0.85%) SolarWinds