Period
to 16 August 2018

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Cambridge. 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
Cambridgeshire > Cambridge
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 38 30 45
Rank change year-on-year -8 +15 -11
Permanent jobs citing Analytical Skills 193 244 148
As % of all permanent IT jobs advertised in Cambridge 7.46% 8.99% 6.06%
As % of the Miscellaneous category 13.22% 16.18% 11.76%
Number of salaries quoted 127 160 110
Cambridge median annual salary £43,500 £42,500 £37,500
Median salary % change year-on-year +2.35% +13.33% -11.76%
10th Percentile £29,711 £27,000 £24,975
90th Percentile £57,280 £65,000 £56,000
Cambridgeshire median annual salary £42,500 £42,500 £37,500
% change year-on-year - +13.33% -6.25%

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 Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 1,460 1,508 1,259
As % of all permanent IT jobs advertised in Cambridge 56.41% 55.54% 51.51%
Number of salaries quoted 916 1,138 1,007
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £28,750 £26,250
90th Percentile £72,500 £72,500 £67,500
Cambridgeshire median annual salary £45,000 £45,000 £45,000

Analytical Skills
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Analytical Skills in Cambridge

Analytical Skills
Salary Trend in Cambridge

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

Salary trend for Analytical Skills in Cambridge

Analytical Skills
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Analytical Skills in Cambridge over the 6 months to 16 August 2018.

Salary histogram for Analytical Skills in Cambridge

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 Cambridge region with a requirement for Analytical Skills.

1 52 (26.94%) Mathematics
2 50 (25.91%) Agile Software Development
3 49 (25.39%) Degree
4 48 (24.87%) SQL
5 45 (23.32%) SQL Server
6 42 (21.76%) Problem-Solving
7 38 (19.69%) .NET
7 38 (19.69%) Linux
8 37 (19.17%) Software Engineering
9 34 (17.62%) Physics
10 31 (16.06%) Python
10 31 (16.06%) C#
10 31 (16.06%) HTML
11 29 (15.03%) T-SQL
11 29 (15.03%) CSS
12 28 (14.51%) Windows
13 27 (13.99%) JavaScript
14 26 (13.47%) Retail
15 25 (12.95%) .NET Framework
16 24 (12.44%) Microsoft
16 24 (12.44%) Project Management
16 24 (12.44%) Machine Learning
17 22 (11.40%) Business Analysis
17 22 (11.40%) Analytical Thinking
18 21 (10.88%) Refactoring
19 20 (10.36%) ITIL
20 19 (9.84%) JIRA
21 18 (9.33%) GitHub
21 18 (9.33%) Data Science
21 18 (9.33%) Computer Science

Analytical Skills
Co-occurring IT Skills in Cambridge 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 14 (7.25%) SharePoint
2 3 (1.55%) MS Exchange
2 3 (1.55%) NetWeaver
2 3 (1.55%) SAS
3 2 (1.04%) Apache Spark
3 2 (1.04%) IIS
3 2 (1.04%) Skype for Business
4 1 (0.52%) Apache
4 1 (0.52%) Exchange Server 2010
4 1 (0.52%) Exchange Server 2013
4 1 (0.52%) MS Project Server
Applications
1 11 (5.70%) MS Visio
2 10 (5.18%) Microsoft Excel
3 4 (2.07%) Microsoft Office
4 3 (1.55%) Microsoft Project
5 2 (1.04%) SPSS
6 1 (0.52%) Microsoft PowerPoint
Business Applications
1 4 (2.07%) Oracle EBS
1 4 (2.07%) Oracle ERP
1 4 (2.07%) Unit4 Business World
2 3 (1.55%) Salesforce.com CRM
3 2 (1.04%) NetSuite
4 1 (0.52%) Dynamics AX
Cloud Services
1 18 (9.33%) GitHub
2 9 (4.66%) Amazon AWS
3 6 (3.11%) Microsoft Azure
4 3 (1.55%) Azure Data Factory
4 3 (1.55%) Office 365
4 3 (1.55%) Salesforce Service Cloud
5 2 (1.04%) Cloud Computing
6 1 (0.52%) Dynamics 365
6 1 (0.52%) Google Analytics
6 1 (0.52%) Google Cloud Platform
6 1 (0.52%) Google Tag Manager
Communications & Networking
1 17 (8.81%) Internet
2 3 (1.55%) 802.11
2 3 (1.55%) Wireless
3 2 (1.04%) Skype
3 2 (1.04%) VoIP
4 1 (0.52%) Firewall
Database & Business Intelligence
1 45 (23.32%) SQL Server
2 13 (6.74%) Relational Database
3 9 (4.66%) SQL Server Reporting Services
4 7 (3.63%) SQL Server Integration Services
5 5 (2.59%) Big Data
5 5 (2.59%) Data Mining
5 5 (2.59%) Power BI
6 4 (2.07%) BusinessObjects
6 4 (2.07%) Crystal Reports
6 4 (2.07%) Oracle Reports
6 4 (2.07%) SAP HANA
7 3 (1.55%) BusinessObjects Business Intelligence
7 3 (1.55%) Data Warehouse
7 3 (1.55%) Microsoft Analysis Services
7 3 (1.55%) NoSQL
7 3 (1.55%) SAP Data Services
7 3 (1.55%) SQL Server Analysis Services
8 2 (1.04%) Hadoop
8 2 (1.04%) MongoDB
8 2 (1.04%) Text Mining
Development Applications
1 19 (9.84%) JIRA
2 15 (7.77%) Visual Studio
3 13 (6.74%) ReSharper
4 7 (3.63%) Selenium
5 6 (3.11%) TeamCity
6 4 (2.07%) WebDriver
7 3 (1.55%) Team Foundation Server
8 1 (0.52%) Git (software)
8 1 (0.52%) GitLab
8 1 (0.52%) Jenkins
8 1 (0.52%) QADirector
8 1 (0.52%) Subversion
General
1 26 (13.47%) Retail
2 12 (6.22%) Finance
3 8 (4.15%) Publishing
4 6 (3.11%) Law
5 5 (2.59%) Pharmaceutical
6 3 (1.55%) Marketing
6 3 (1.55%) Spanish Language
7 2 (1.04%) Manufacturing
7 2 (1.04%) Telecoms
8 1 (0.52%) Advertising
8 1 (0.52%) Banking
8 1 (0.52%) Electronics
8 1 (0.52%) Financial Institution
8 1 (0.52%) Games
8 1 (0.52%) Legal
Job Titles
1 67 (34.72%) Analyst
2 33 (17.10%) Developer
3 29 (15.03%) Software Developer
4 23 (11.92%) Software Engineer
5 22 (11.40%) Graduate
6 20 (10.36%) Business Analyst
6 20 (10.36%) C# Software Engineer
7 19 (9.84%) C# Developer
7 19 (9.84%) C# Software Developer
7 19 (9.84%) Developer/Software Engineer
8 16 (8.29%) Graduate Analyst
9 14 (7.25%) Lead C# Developer
9 14 (7.25%) Lead Developer
9 14 (7.25%) Lead Software Developer
9 14 (7.25%) Lead Software Engineer
10 12 (6.22%) Business Process Analyst
10 12 (6.22%) Process Analyst
11 11 (5.70%) Data Analyst
12 10 (5.18%) Graduate Data Analyst
13 9 (4.66%) Identity and Access Management Engineer
Libraries, Frameworks & Software Standards
1 38 (19.69%) .NET
2 31 (16.06%) HTML
3 29 (15.03%) CSS
4 25 (12.95%) .NET Framework
5 9 (4.66%) Middleware
6 5 (2.59%) ASP.NET
6 5 (2.59%) Natural Language Processing
6 5 (2.59%) Web Services
7 3 (1.55%) 802.1X
7 3 (1.55%) SAP Fiori
7 3 (1.55%) SAP PI
8 2 (1.04%) Kafka
8 2 (1.04%) NumPy
8 2 (1.04%) Pandas
9 1 (0.52%) Angular 2
9 1 (0.52%) AngularJS
9 1 (0.52%) CSS3
9 1 (0.52%) HTML5
9 1 (0.52%) REST
9 1 (0.52%) TensorFlow
Miscellaneous
1 18 (9.33%) Computer Science
2 14 (7.25%) Analytical Mindset
3 8 (4.15%) Data Structures
3 8 (4.15%) Self-Motivation
4 7 (3.63%) Algorithms
5 6 (3.11%) Life Science
6 5 (2.59%) Linux Command Line
7 4 (2.07%) User Experience
8 3 (1.55%) Enterprise Software
8 3 (1.55%) Internet of Things
9 2 (1.04%) Fintech
9 2 (1.04%) Video Conferencing
10 1 (0.52%) FMCG
10 1 (0.52%) Greenfield Project
10 1 (0.52%) Management Information System
10 1 (0.52%) Marketing Technology
Operating Systems
1 38 (19.69%) Linux
2 28 (14.51%) Windows
3 5 (2.59%) Unix
4 3 (1.55%) Embedded Linux
5 1 (0.52%) Android
5 1 (0.52%) Windows Server
5 1 (0.52%) Windows Server 2008
5 1 (0.52%) Windows Server 2012
Processes & Methodologies
1 52 (26.94%) Mathematics
2 50 (25.91%) Agile Software Development
3 42 (21.76%) Problem-Solving
4 37 (19.17%) Software Engineering
5 34 (17.62%) Physics
6 24 (12.44%) Machine Learning
6 24 (12.44%) Project Management
7 22 (11.40%) Analytical Thinking
7 22 (11.40%) Business Analysis
8 21 (10.88%) Refactoring
9 20 (10.36%) ITIL
10 18 (9.33%) Data Science
11 15 (7.77%) ERP
12 12 (6.22%) CRM
13 11 (5.70%) Decision-Making
13 11 (5.70%) Test Automation
14 10 (5.18%) Artificial Intelligence
14 10 (5.18%) Open Source
14 10 (5.18%) Process Improvement
15 9 (4.66%) Biology
Programming Languages
1 48 (24.87%) SQL
2 31 (16.06%) C#
2 31 (16.06%) Python
3 29 (15.03%) T-SQL
4 27 (13.99%) JavaScript
5 14 (7.25%) C++
6 9 (4.66%) VBA
7 8 (4.15%) Perl
7 8 (4.15%) R
8 7 (3.63%) VB.NET
9 6 (3.11%) Java
9 6 (3.11%) TypeScript
10 4 (2.07%) VB
10 4 (2.07%) VB6
11 3 (1.55%) Bash Shell
12 2 (1.04%) C
12 2 (1.04%) MATLAB
13 1 (0.52%) Shell Script
Qualifications
1 49 (25.39%) Degree
2 18 (9.33%) PhD
3 4 (2.07%) PMP
4 3 (1.55%) SAP Certification
5 2 (1.04%) ITIL Certification
5 2 (1.04%) PMI Certification
6 1 (0.52%) CCNA
6 1 (0.52%) Cisco Certification
6 1 (0.52%) Numerate Degree
6 1 (0.52%) SAS Certification
6 1 (0.52%) Six Sigma Black Belt
Quality Assurance & Compliance
1 7 (3.63%) QA
2 3 (1.55%) ISO/IEC 27001
3 2 (1.04%) Data Quality
3 2 (1.04%) ISO/IEC 20000
3 2 (1.04%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
4 1 (0.52%) GCP
4 1 (0.52%) GDPR
4 1 (0.52%) ISO 13485
4 1 (0.52%) ISO 9001
4 1 (0.52%) SLA
4 1 (0.52%) WAI
System Software
1 2 (1.04%) Docker
2 1 (0.52%) Apache Flume
2 1 (0.52%) Apache ZooKeeper
2 1 (0.52%) Virtual Machines
Systems Management
1 9 (4.66%) Oracle Enterprise Manager
1 9 (4.66%) Oracle Identity Manager
2 2 (1.04%) SCCM
2 2 (1.04%) SCSM
Vendors
1 24 (12.44%) Microsoft
2 17 (8.81%) Oracle
3 10 (5.18%) Salesforce.com
4 9 (4.66%) WorldPay
5 4 (2.07%) Google
5 4 (2.07%) Sage
5 4 (2.07%) SAP
6 3 (1.55%) Pardot
7 2 (1.04%) Citrix
7 2 (1.04%) Hortonworks
7 2 (1.04%) RedGate
8 1 (0.52%) Huawei