Period
to 18 January 2020

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 18 January 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
18 Jan 2020
Same period 2019 Same period 2018
Rank 26 30 23
Rank change year-on-year +4 -7 +5
Permanent jobs citing Analytical Skills 442 526 730
As % of all permanent IT jobs advertised in Yorkshire 7.28% 7.09% 7.56%
As % of the Miscellaneous category 21.47% 19.25% 23.48%
Number of salaries quoted 326 396 595
Yorkshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% -
10th Percentile £24,375 £25,875 £25,950
90th Percentile £67,500 £62,512 £60,000
England median annual salary £51,000 £50,000 £47,500
% change year-on-year +2.00% +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 2,059 2,733 3,109
As % of all permanent IT jobs advertised in Yorkshire 33.92% 36.85% 32.21%
Number of salaries quoted 1,626 2,082 2,538
Yorkshire median annual salary £45,000 £42,500 £42,000
Median salary % change year-on-year +5.88% +1.19% +5.00%
10th Percentile £27,000 £25,750 £26,250
90th Percentile £70,000 £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 18 January 2020.

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 18 January 2020. 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 +1 274 £45,000 +12.50% 56
North Yorkshire +9 81 £35,000 -26.32% 16
South Yorkshire +10 77 £50,000 +33.33% 20
East Yorkshire +16 7 £21,000 -42.07% 7
Analytical Skills
England

For the 6 months to 18 January 2020, 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.

1 244 (55.20%) Problem-Solving
2 145 (32.81%) Finance
3 135 (30.54%) Agile Software Development
4 107 (24.21%) SQL
5 95 (21.49%) Microsoft
6 71 (16.06%) Change Management
6 71 (16.06%) Continuous Improvement
7 61 (13.80%) SQL Server
8 60 (13.57%) Microsoft Excel
9 58 (13.12%) Analytics
10 56 (12.67%) Project Management
11 53 (11.99%) ITIL
12 51 (11.54%) Degree
13 50 (11.31%) Windows
14 46 (10.41%) Azure
15 45 (10.18%) Business Intelligence
16 44 (9.95%) Python
17 36 (8.14%) Microsoft Office
17 36 (8.14%) Acceptance Criteria
18 35 (7.92%) Workshop Facilitation
18 35 (7.92%) Stakeholder Management
19 34 (7.69%) Linux
19 34 (7.69%) Software Engineering
19 34 (7.69%) Decision-Making
20 33 (7.47%) C#
21 31 (7.01%) AWS
21 31 (7.01%) Test Automation
21 31 (7.01%) Process Improvement
22 30 (6.79%) Analytical Thinking
22 30 (6.79%) Digital Transformation Programme

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 21 (4.75%) Confluence
2 14 (3.17%) SharePoint
3 12 (2.71%) Apache Spark
4 11 (2.49%) SAS
5 10 (2.26%) Skype for Business
6 7 (1.58%) IIS
7 3 (0.68%) Apache
7 3 (0.68%) MS Exchange
8 2 (0.45%) BizTalk Server
8 2 (0.45%) CMS
9 1 (0.23%) Exchange Server 2010
9 1 (0.23%) Exchange Server 2013
9 1 (0.23%) OpenStack
9 1 (0.23%) ThingWorx
Applications
1 60 (13.57%) Microsoft Excel
2 36 (8.14%) Microsoft Office
3 24 (5.43%) Microsoft PowerPoint
4 2 (0.45%) Microsoft Project
4 2 (0.45%) MS Visio
5 1 (0.23%) Spreadsheet
5 1 (0.23%) SPSS
Business Applications
1 15 (3.39%) Dynamics CRM
2 12 (2.71%) assyst
3 2 (0.45%) Epicor Tropos
3 2 (0.45%) Unit4 Business World
4 1 (0.23%) Dynamics AX
4 1 (0.23%) Oracle 11i
4 1 (0.23%) SAP S/4HANA
Cloud Services
1 46 (10.41%) Azure
2 31 (7.01%) AWS
3 25 (5.66%) Power Platform
4 19 (4.30%) Office 365
5 14 (3.17%) Cloud Computing
6 10 (2.26%) GCP
7 7 (1.58%) SaaS
8 5 (1.13%) Adobe Analytics
8 5 (1.13%) Google Analytics
9 4 (0.90%) Amazon Kinesis
10 3 (0.68%) Amazon EC2
10 3 (0.68%) Amazon SageMaker
10 3 (0.68%) Google Sheets
10 3 (0.68%) Sumo Logic
11 2 (0.45%) Azure Machine Learning
12 1 (0.23%) AdWords
12 1 (0.23%) IaaS
12 1 (0.23%) PaaS
Communications & Networking
1 21 (4.75%) Firewall
2 19 (4.30%) DNS
3 18 (4.07%) WAN
3 18 (4.07%) Wireless
4 17 (3.85%) LAN
5 16 (3.62%) Internet
6 15 (3.39%) DHCP
6 15 (3.39%) TCP/IP
7 10 (2.26%) Skype
7 10 (2.26%) VoIP
8 8 (1.81%) VPN
9 6 (1.36%) Intrusion Detection
10 5 (1.13%) Remote Desktop
11 4 (0.90%) ISDN
11 4 (0.90%) MPLS
11 4 (0.90%) Network Security
11 4 (0.90%) NGN
11 4 (0.90%) PBX
11 4 (0.90%) SAN
12 3 (0.68%) SMTP
Database & Business Intelligence
1 61 (13.80%) SQL Server
2 27 (6.11%) SQL Server Reporting Services
3 25 (5.66%) Power BI
4 23 (5.20%) SQL Server Integration Services
5 16 (3.62%) SQL Server Analysis Services
6 15 (3.39%) Big Data
6 15 (3.39%) Data Warehouse
7 11 (2.49%) Oracle Database
8 10 (2.26%) Relational Database
9 9 (2.04%) QlikView
10 7 (1.58%) RDBMS
10 7 (1.58%) SQL Server 2016
11 6 (1.36%) SQL Server 2008
11 6 (1.36%) SQL Server 2012
12 5 (1.13%) Amazon RDS
12 5 (1.13%) Hadoop
13 4 (0.90%) BusinessObjects
13 4 (0.90%) NoSQL
13 4 (0.90%) Qlik Sense
13 4 (0.90%) Snowflake Schema
Development Applications
1 21 (4.75%) JIRA
2 20 (4.52%) Selenium
3 19 (4.30%) WebDriver
4 13 (2.94%) Git (software)
5 10 (2.26%) SpecFlow
6 6 (1.36%) Team Foundation Server
6 6 (1.36%) TestRail
7 5 (1.13%) Oracle APEX
7 5 (1.13%) Toad
8 4 (0.90%) CircleCI
8 4 (0.90%) Jenkins
8 4 (0.90%) Postman
8 4 (0.90%) SoapUI
9 3 (0.68%) Bitbucket
10 2 (0.45%) Bugzilla
10 2 (0.45%) JMeter
10 2 (0.45%) Redmine
10 2 (0.45%) Visual Studio
11 1 (0.23%) Fiddler
11 1 (0.23%) TeamCity
General
1 145 (32.81%) Finance
2 24 (5.43%) Banking
3 21 (4.75%) Marketing
4 18 (4.07%) Telecoms
5 14 (3.17%) Financial Institution
5 14 (3.17%) Games
6 12 (2.71%) Manufacturing
6 12 (2.71%) Public Sector
6 12 (2.71%) Retail
7 9 (2.04%) Legal
8 4 (0.90%) Housing Association
8 4 (0.90%) Pharmaceutical
9 2 (0.45%) Billing
9 2 (0.45%) Law
9 2 (0.45%) Local Government
9 2 (0.45%) Publishing
9 2 (0.45%) Social Housing
10 1 (0.23%) Aerospace
10 1 (0.23%) General Ledger
10 1 (0.23%) Social Science
Job Titles
1 161 (36.43%) Analyst
2 61 (13.80%) Business Analyst
3 50 (11.31%) Developer
4 32 (7.24%) Senior Analyst
5 25 (5.66%) IT Analyst
6 21 (4.75%) Project Manager
7 20 (4.52%) Architect
8 17 (3.85%) Data Analyst
8 17 (3.85%) Infrastructure Manager
9 16 (3.62%) Consultant
9 16 (3.62%) Infrastructure Project Manager
10 14 (3.17%) Business Intelligence Developer
11 13 (2.94%) Service Analyst
12 12 (2.71%) Administrator
12 12 (2.71%) IT Support
12 12 (2.71%) Support Analyst
12 12 (2.71%) Support Engineer
13 11 (2.49%) Business Developer
13 11 (2.49%) DBA
13 11 (2.49%) Solutions Architect
Libraries, Frameworks & Software Standards
1 12 (2.71%) CSS
1 12 (2.71%) HTML
2 10 (2.26%) Gherkin
3 8 (1.81%) Web Services
4 7 (1.58%) .NET
4 7 (1.58%) AngularJS
5 6 (1.36%) REST
5 6 (1.36%) XML
6 5 (1.13%) .NET Core
7 4 (0.90%) CSS3
7 4 (0.90%) GraphQL
7 4 (0.90%) HTML5
7 4 (0.90%) jQuery
7 4 (0.90%) Node.js
8 3 (0.68%) J2EE
9 2 (0.45%) .NET Framework
9 2 (0.45%) SOAP
9 2 (0.45%) Spring
9 2 (0.45%) Theano
9 2 (0.45%) Vue.js
Miscellaneous
1 19 (4.30%) Analytical Mindset
1 19 (4.30%) Management Information System
1 19 (4.30%) Self-Motivation
2 9 (2.04%) NHS
3 6 (1.36%) Algorithms
3 6 (1.36%) EPoS
3 6 (1.36%) Greenfield Project
4 5 (1.13%) Driving Licence
4 5 (1.13%) Security Operations Centre
5 4 (0.90%) CMDB
5 4 (0.90%) Internet of Things
5 4 (0.90%) Social Media
6 3 (0.68%) Derivative
6 3 (0.68%) Mainframe
6 3 (0.68%) New Media
6 3 (0.68%) PMI
6 3 (0.68%) Robotics
6 3 (0.68%) User Experience
6 3 (0.68%) Video on Demand
6 3 (0.68%) Video\Live Streaming
Operating Systems
1 50 (11.31%) Windows
2 34 (7.69%) Linux
3 23 (5.20%) Unix
4 14 (3.17%) Windows Server
5 13 (2.94%) Windows Server 2012
6 11 (2.49%) Windows Server 2003
6 11 (2.49%) Windows Server 2008
7 7 (1.58%) Mac OS
8 5 (1.13%) Solaris
8 5 (1.13%) Windows 10
9 4 (0.90%) Red Hat Enterprise Linux
9 4 (0.90%) SUSE Linux Enterprise Server
9 4 (0.90%) Windows 8
10 3 (0.68%) Android
10 3 (0.68%) Apple iOS
10 3 (0.68%) SUSE
Processes & Methodologies
1 244 (55.20%) Problem-Solving
2 135 (30.54%) Agile Software Development
3 71 (16.06%) Change Management
3 71 (16.06%) Continuous Improvement
4 58 (13.12%) Analytics
5 56 (12.67%) Project Management
6 53 (11.99%) ITIL
7 45 (10.18%) Business Intelligence
8 36 (8.14%) Acceptance Criteria
9 35 (7.92%) Stakeholder Management
9 35 (7.92%) Workshop Facilitation
10 34 (7.69%) Decision-Making
10 34 (7.69%) Software Engineering
11 31 (7.01%) Process Improvement
11 31 (7.01%) Test Automation
12 30 (6.79%) Analytical Thinking
12 30 (6.79%) Digital Transformation Programme
13 29 (6.56%) CRM
13 29 (6.56%) User Stories
14 28 (6.33%) User Acceptance Testing
Programming Languages
1 107 (24.21%) SQL
2 44 (9.95%) Python
3 33 (7.47%) C#
4 25 (5.66%) T-SQL
5 24 (5.43%) Java
6 21 (4.75%) JavaScript
7 16 (3.62%) PL/SQL
8 14 (3.17%) Scala
9 13 (2.94%) R
10 11 (2.49%) Ruby
11 9 (2.04%) Perl
12 8 (1.81%) C
13 7 (1.58%) Shell Script
14 6 (1.36%) VBA
15 5 (1.13%) Bash Shell
15 5 (1.13%) Go
15 5 (1.13%) PowerShell
16 4 (0.90%) VB
17 3 (0.68%) C++
17 3 (0.68%) MATLAB
Qualifications
1 51 (11.54%) Degree
2 13 (2.94%) Master's Degree
3 6 (1.36%) CCNP
3 6 (1.36%) Cisco Certification
3 6 (1.36%) PMI Certification
4 5 (1.13%) CCNA
4 5 (1.13%) Microsoft Certification
4 5 (1.13%) PRINCE2 Certification
4 5 (1.13%) TOGAF Certification
5 4 (0.90%) CISSP
5 4 (0.90%) MCSE
5 4 (0.90%) PRINCE2 Practitioner
6 3 (0.68%) CISMP
6 3 (0.68%) Computer Science Degree
6 3 (0.68%) PMP
7 2 (0.45%) CISA
7 2 (0.45%) CISM
7 2 (0.45%) ISEB
7 2 (0.45%) QiCA
7 2 (0.45%) SSCP
Quality Assurance & Compliance
1 15 (3.39%) SLA
2 14 (3.17%) Data Quality
3 12 (2.71%) QA
4 11 (2.49%) Actionable Recommendations
5 10 (2.26%) ISO/IEC 27001
6 8 (1.81%) PMO
7 7 (1.58%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 5 (1.13%) GDPR
8 5 (1.13%) PCI DSS
9 3 (0.68%) IFRS
10 2 (0.45%) IFRS 9
10 2 (0.45%) ISO/IEC 20000
11 1 (0.23%) COBIT
11 1 (0.23%) Cyber Essentials
11 1 (0.23%) Cyber Essentials PLUS
11 1 (0.23%) NIST
11 1 (0.23%) P3O
System Software
1 17 (3.85%) Active Directory
2 13 (2.94%) VMware Infrastructure
3 12 (2.71%) Hyper-V
3 12 (2.71%) vSphere
4 8 (1.81%) Docker
5 5 (1.13%) XenApp
6 2 (0.45%) Veritas Cluster Server
6 2 (0.45%) Veritas Volume Manager
6 2 (0.45%) VMware NSX
7 1 (0.23%) HDFS
7 1 (0.23%) ProxySG
7 1 (0.23%) vCloud
7 1 (0.23%) Virtual Servers
7 1 (0.23%) VMware ESXi
Systems Management
1 6 (1.36%) Oracle Enterprise Manager
2 5 (1.13%) CSIRT
2 5 (1.13%) Kubernetes
3 4 (0.90%) Nagios
3 4 (0.90%) Nessus
3 4 (0.90%) Prometheus
3 4 (0.90%) SCCM
3 4 (0.90%) WSUS
3 4 (0.90%) ZABBIX
4 3 (0.68%) Ansible
4 3 (0.68%) Puppet
5 1 (0.23%) Backup Exec
5 1 (0.23%) Hadoop YARN
5 1 (0.23%) Norton AntiVirus
5 1 (0.23%) vCenter Server
Vendors
1 95 (21.49%) Microsoft
2 24 (5.43%) Tableau
3 23 (5.20%) Cisco
4 19 (4.30%) Oracle
5 16 (3.62%) VMware
6 12 (2.71%) Google
7 9 (2.04%) FIS
7 9 (2.04%) WorldPay
8 8 (1.81%) Citrix
9 7 (1.58%) Veeam
10 6 (1.36%) SAP
10 6 (1.36%) T-Plan
11 5 (1.13%) Adobe
11 5 (1.13%) Dell
11 5 (1.13%) HP
11 5 (1.13%) TIBCO
11 5 (1.13%) Xamarin
12 4 (0.90%) Mitel
12 4 (0.90%) Red Hat
12 4 (0.90%) Siemens