Period
to 28 March 2020

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 28 March 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
Cambridgeshire > Cambridge
6 months to
28 Mar 2020
Same period 2019 Same period 2018
Rank 28 43 46
Rank change year-on-year +15 +3 -3
Permanent jobs citing Analytical Skills 92 114 201
As % of all permanent jobs advertised in Cambridge 8.16% 6.16% 5.94%
As % of the Miscellaneous category 16.20% 13.19% 13.38%
Number of salaries quoted 51 76 137
Median annual salary £40,000 £40,000 £50,000
Median salary % change year-on-year - -20.00% +17.65%
10th Percentile £32,000 £25,000 £30,500
90th Percentile £65,000 £54,546 £59,295
Cambridgeshire median annual salary £40,000 £40,000 £43,500
% change year-on-year - -8.05% +2.35%

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 568 864 1,502
As % of all permanent IT jobs advertised in Cambridge 50.40% 46.68% 44.42%
Number of salaries quoted 349 609 989
Median annual salary £47,500 £50,000 £50,000
Median salary % change year-on-year -5.00% - +11.11%
10th Percentile £27,450 £27,900 £30,000
90th Percentile £71,250 £74,000 £72,500
Cambridgeshire median annual salary £45,000 £47,773 £50,000
% change year-on-year -5.80% -4.46% +12.99%

Analytical Skills
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Analytical Skills in Cambridge

Analytical Skills
Salary Trend in Cambridge

3-month moving average salary quoted in jobs citing Analytical Skills in Cambridge.

Salary trend for Analytical Skills in Cambridge

Analytical Skills
Salary Histogram in Cambridge

Salary distribution for jobs citing Analytical Skills in Cambridge over the 6 months to 28 March 2020.

Salary histogram for Analytical Skills in Cambridge

For the 6 months to 28 March 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 Cambridge region with a requirement for Analytical Skills.

1 55 (59.78%) Problem-Solving
2 40 (43.48%) SQL
3 31 (33.70%) Linux
4 28 (30.43%) Python
4 28 (30.43%) Analytics
5 27 (29.35%) SQL Server
6 26 (28.26%) Degree
7 25 (27.17%) Machine Learning
7 25 (27.17%) Self-Motivation
8 24 (26.09%) Microsoft
9 21 (22.83%) User Experience
10 19 (20.65%) MySQL
10 19 (20.65%) Computer Science
11 18 (19.57%) Software Engineering
11 18 (19.57%) Microsoft Excel
12 17 (18.48%) PHP
12 17 (18.48%) C++
12 17 (18.48%) Data Analytics
13 16 (17.39%) .NET
13 16 (17.39%) VB
13 16 (17.39%) Cisco
13 16 (17.39%) Time Management
14 15 (16.30%) VBA
14 15 (16.30%) C
14 15 (16.30%) MS Access
14 15 (16.30%) Firewall
14 15 (16.30%) Performance Metrics
14 15 (16.30%) Development Roadmap
14 15 (16.30%) Server Management
14 15 (16.30%) Data 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 8 (8.70%) SharePoint
2 2 (2.17%) Confluence
2 2 (2.17%) Elasticsearch
2 2 (2.17%) Jupyter
3 1 (1.09%) Apache Spark
3 1 (1.09%) IIS
Applications
1 18 (19.57%) Microsoft Excel
2 2 (2.17%) Microsoft Office
3 1 (1.09%) Gliffy
3 1 (1.09%) MS Visio
3 1 (1.09%) Simulink
Business Applications
1 2 (2.17%) Unit4 Business World
2 1 (1.09%) Dynamics CRM
2 1 (1.09%) SAP MM
Cloud Services
1 8 (8.70%) AWS
1 8 (8.70%) Azure
2 4 (4.35%) GCP
2 4 (4.35%) Office 365
2 4 (4.35%) Power Platform
3 3 (3.26%) Amazon SQS
3 3 (3.26%) AWS Lambda
3 3 (3.26%) Azure Data Factory
3 3 (3.26%) Serverless
4 1 (1.09%) Cloud Computing
4 1 (1.09%) Dynamics 365
4 1 (1.09%) Google Sheets
Communications & Networking
1 15 (16.30%) Firewall
2 13 (14.13%) LAN
2 13 (14.13%) WAN
2 13 (14.13%) Wireshark
3 7 (7.61%) Internet
4 5 (5.43%) VPN
5 4 (4.35%) Network Security
6 3 (3.26%) VLAN
7 2 (2.17%) BGP
7 2 (2.17%) Cisco ASA
7 2 (2.17%) DHCP
7 2 (2.17%) DNS
7 2 (2.17%) IPsec
7 2 (2.17%) NAS
7 2 (2.17%) SAN
7 2 (2.17%) SSH
7 2 (2.17%) TACACS
7 2 (2.17%) TCP/IP
8 1 (1.09%) HTTP
8 1 (1.09%) VoIP
Database & Business Intelligence
1 27 (29.35%) SQL Server
2 19 (20.65%) MySQL
3 15 (16.30%) MS Access
4 10 (10.87%) NoSQL
5 8 (8.70%) Relational Database
6 7 (7.61%) Data Warehouse
6 7 (7.61%) MongoDB
7 6 (6.52%) OLAP
7 6 (6.52%) PostgreSQL
8 4 (4.35%) Amazon Redshift
8 4 (4.35%) Power BI
9 3 (3.26%) Cosmos DB
9 3 (3.26%) Microsoft Analysis Services
9 3 (3.26%) SQL Server Analysis Services
9 3 (3.26%) SQL Server Integration Services
9 3 (3.26%) SQL Server Reporting Services
10 1 (1.09%) Apache Cassandra
10 1 (1.09%) Hadoop
10 1 (1.09%) HBase
10 1 (1.09%) Snowflake Schema
Development Applications
1 3 (3.26%) JIRA
2 2 (2.17%) Cucumber
2 2 (2.17%) Oracle Forms
2 2 (2.17%) Selenium
3 1 (1.09%) Git (software)
3 1 (1.09%) Mercurial
General
1 6 (6.52%) Finance
1 6 (6.52%) Legal
2 4 (4.35%) Automotive
3 3 (3.26%) Law
3 3 (3.26%) Retail
4 1 (1.09%) Aerospace
4 1 (1.09%) Financial Institution
4 1 (1.09%) French Language
4 1 (1.09%) German Language
4 1 (1.09%) Korean Language
4 1 (1.09%) Marketing
4 1 (1.09%) Public Sector
Job Titles
1 25 (27.17%) Developer
2 12 (13.04%) Network Engineer
3 10 (10.87%) Data Engineer
4 9 (9.78%) Software Engineer
5 8 (8.70%) Access Developer
6 7 (7.61%) Cisco Engineer
6 7 (7.61%) Cisco Network Engineer
6 7 (7.61%) Database Developer
7 6 (6.52%) Principal Engineer
7 6 (6.52%) Project Manager
7 6 (6.52%) SQL Developer
8 5 (5.43%) Access VBA Developer
8 5 (5.43%) Analyst
8 5 (5.43%) VBA Developer
9 4 (4.35%) Principal Developer
9 4 (4.35%) Principal Software Developer
9 4 (4.35%) Senior Developer
9 4 (4.35%) Senior Software Developer
9 4 (4.35%) SharePoint Project Manager
9 4 (4.35%) Software Developer
Libraries, Frameworks & Software Standards
1 16 (17.39%) .NET
2 6 (6.52%) D3.js
3 4 (4.35%) PyTorch
3 4 (4.35%) TensorFlow
4 3 (3.26%) Caffe
4 3 (3.26%) MXNet
4 3 (3.26%) Natural Language Processing
5 2 (2.17%) Gherkin
5 2 (2.17%) HTML
5 2 (2.17%) NumPy
5 2 (2.17%) Pandas
5 2 (2.17%) REST
6 1 (1.09%) CSS
6 1 (1.09%) Java EE
6 1 (1.09%) JNI
6 1 (1.09%) Kafka
6 1 (1.09%) LDAP
6 1 (1.09%) Node.js
6 1 (1.09%) POSIX
6 1 (1.09%) Web Services
Miscellaneous
1 25 (27.17%) Self-Motivation
2 21 (22.83%) User Experience
3 12 (13.04%) Driving Licence
4 10 (10.87%) Algorithms
5 9 (9.78%) Data Structures
6 6 (6.52%) Analytical Mindset
7 5 (5.43%) Blog
8 4 (4.35%) Smartphone
9 3 (3.26%) Field-Programmable Gate Array
10 2 (2.17%) Mobile App
10 2 (2.17%) Security Operations Centre
11 1 (1.09%) Device Driver
11 1 (1.09%) Embedded Systems
11 1 (1.09%) Graphic Design
11 1 (1.09%) Grid Computing
11 1 (1.09%) Life Science
11 1 (1.09%) NHS
11 1 (1.09%) PKI
11 1 (1.09%) Renewable Energy
11 1 (1.09%) Virtual Team
Operating Systems
1 31 (33.70%) Linux
2 7 (7.61%) Windows
3 4 (4.35%) Unix
4 3 (3.26%) Embedded Linux
5 2 (2.17%) Android
5 2 (2.17%) Mac OS
6 1 (1.09%) Apple iOS
6 1 (1.09%) Tizen
6 1 (1.09%) Ubuntu
6 1 (1.09%) Windows Server
6 1 (1.09%) Windows Server 2008
6 1 (1.09%) Windows Server 2016
Processes & Methodologies
1 55 (59.78%) Problem-Solving
2 28 (30.43%) Analytics
3 25 (27.17%) Machine Learning
4 19 (20.65%) Computer Science
5 18 (19.57%) Software Engineering
6 17 (18.48%) Data Analytics
7 16 (17.39%) Time Management
8 15 (16.30%) Data Science
8 15 (16.30%) Development Roadmap
8 15 (16.30%) Performance Metrics
8 15 (16.30%) Server Management
9 13 (14.13%) Visualisation
10 11 (11.96%) Agile Software Development
10 11 (11.96%) Mathematics
11 9 (9.78%) Artificial Intelligence
11 9 (9.78%) Data Engineering
11 9 (9.78%) Microservices
12 8 (8.70%) Business Intelligence
13 7 (7.61%) ITIL
13 7 (7.61%) Statistics
Programming Languages
1 40 (43.48%) SQL
2 28 (30.43%) Python
3 17 (18.48%) C++
3 17 (18.48%) PHP
4 16 (17.39%) VB
5 15 (16.30%) C
5 15 (16.30%) VBA
6 7 (7.61%) Scala
7 6 (6.52%) Go
8 3 (3.26%) Bash Shell
8 3 (3.26%) C#
8 3 (3.26%) Java
8 3 (3.26%) PowerShell
8 3 (3.26%) R
8 3 (3.26%) T-SQL
9 2 (2.17%) MATLAB
9 2 (2.17%) Shell Script
10 1 (1.09%) JavaScript
10 1 (1.09%) Perl
Qualifications
1 26 (28.26%) Degree
2 12 (13.04%) CCNA
2 12 (13.04%) Cisco Certification
2 12 (13.04%) JNCIA
3 11 (11.96%) Computer Science Degree
4 6 (6.52%) PhD
5 3 (3.26%) CCNP
6 2 (2.17%) SANS
7 1 (1.09%) CSPO
7 1 (1.09%) ITIL Certification
7 1 (1.09%) Master's Degree
7 1 (1.09%) MCSA
7 1 (1.09%) MCSE
7 1 (1.09%) Microsoft Certification
Quality Assurance & Compliance
1 5 (5.43%) QA
1 5 (5.43%) SLA
2 2 (2.17%) AICPA
2 2 (2.17%) COBIT
2 2 (2.17%) Data Quality
2 2 (2.17%) ISO 9001
2 2 (2.17%) ISO/IEC 27001
2 2 (2.17%) NIST
3 1 (1.09%) GDPR
3 1 (1.09%) ISO 26262
System Software
1 4 (4.35%) VMware Infrastructure
2 3 (3.26%) Active Directory
3 2 (2.17%) vSphere
4 1 (1.09%) Apache Flume
4 1 (1.09%) Docker
Systems Management
1 2 (2.17%) Ansible
2 1 (1.09%) Opscode Chef
2 1 (1.09%) Puppet
2 1 (1.09%) WSUS
Vendors
1 24 (26.09%) Microsoft
2 16 (17.39%) Cisco
3 13 (14.13%) Juniper
4 9 (9.78%) Tableau
5 4 (4.35%) VMware
6 3 (3.26%) Google
6 3 (3.26%) Oracle
6 3 (3.26%) SAP
7 1 (1.09%) Hortonworks
7 1 (1.09%) QNX
7 1 (1.09%) Salesforce.com