Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cambridge with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
Cambridgeshire > Cambridge
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 106 109 144
Rank change year-on-year +3 +35 -23
Permanent jobs citing Data Analysis 72 38 14
As % of all permanent IT jobs advertised in Cambridge 2.32% 1.69% 0.49%
As % of the Processes & Methodologies category 2.49% 1.89% 0.55%
Number of salaries quoted 25 27 14
Cambridge median annual salary £37,500 £62,500 £49,500
Median salary % change year-on-year -40.00% +26.26% +20.73%
10th Percentile £30,000 £46,250 £26,425
90th Percentile £50,000 £92,500 £64,625
Cambridgeshire median annual salary £37,500 £50,000 £40,000
% change year-on-year -25.00% +25.00% -

Data Analysis is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
Cambridge
Permanent vacancies with a requirement for process or methodology skills 2887 2009 2533
As % of all permanent IT jobs advertised in Cambridge 93.07% 89.25% 88.38%
Number of salaries quoted 2196 1650 2180
Cambridge median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +8.43%
10th Percentile £29,000 £26,250 £29,750
90th Percentile £72,500 £67,500 £63,750
Cambridgeshire median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Data Analysis
Job Vacancy Trend in Cambridge

Job postings citing Data Analysis as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Analysis in Cambridge

Data Analysis
Salary Trend in Cambridge

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

Salary trend for Data Analysis in Cambridge

Data Analysis
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Analysis in Cambridge over the 6 months to 20 November 2017.

Salary histogram for Data Analysis in Cambridge

For the 6 months to 20 November 2017, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cambridge region with a requirement for Data Analysis.

1 41 (56.94%) Degree
2 33 (45.83%) Mathematics
3 27 (37.50%) Computer Science
3 27 (37.50%) Python
4 24 (33.33%) Machine Learning
5 22 (30.56%) Analytics
5 22 (30.56%) Statistics
6 20 (27.78%) Algorithms
7 19 (26.39%) Relational Database
8 18 (25.00%) Linux
9 17 (23.61%) Analytical Skills
10 15 (20.83%) Visualisation
10 15 (20.83%) Data Visualisation
11 14 (19.44%) SQL
12 13 (18.06%) PhD
12 13 (18.06%) Physics
13 12 (16.67%) Life Science
13 12 (16.67%) GIS
13 12 (16.67%) RDBMS
14 11 (15.28%) Java
14 11 (15.28%) Git (software)
15 10 (13.89%) C++
15 10 (13.89%) Validation
15 10 (13.89%) User Experience
15 10 (13.89%) SDLC
16 9 (12.50%) Computer Vision
16 9 (12.50%) Probabilistic Modelling
16 9 (12.50%) Linux Command Line
16 9 (12.50%) 3D Graphics
16 9 (12.50%) Microsoft Excel

Data Analysis
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 3 (4.17%) Elasticsearch
2 2 (2.78%) SAS
Applications
1 9 (12.50%) Microsoft Excel
2 2 (2.78%) Microsoft PowerPoint
3 1 (1.39%) Weka
Business Applications
1 5 (6.94%) SAP MDG
Communications & Networking
1 1 (1.39%) Bluetooth
1 1 (1.39%) SMS
Database & Business Intelligence
1 19 (26.39%) Relational Database
2 12 (16.67%) GIS
2 12 (16.67%) RDBMS
3 7 (9.72%) Geospatial Data
3 7 (9.72%) MySQL
4 5 (6.94%) SAP Data Services
5 4 (5.56%) Big Data
5 4 (5.56%) Crystal Reports
6 3 (4.17%) MongoDB
6 3 (4.17%) Redis
7 2 (2.78%) SQL Server
8 1 (1.39%) NoSQL
Development Applications
1 11 (15.28%) Git (software)
General
1 7 (9.72%) Retail
2 5 (6.94%) Finance
2 5 (6.94%) Marketing
3 4 (5.56%) Automotive
4 1 (1.39%) Electronics
4 1 (1.39%) Manufacturing
Job Titles
1 27 (37.50%) Analyst
2 18 (25.00%) Data Analyst
3 15 (20.83%) Data Scientist
4 12 (16.67%) Developer
5 10 (13.89%) User Experience Researcher
6 9 (12.50%) Research Analyst
7 7 (9.72%) Analytics Developer
7 7 (9.72%) Graduate
7 7 (9.72%) Report Developer
8 6 (8.33%) Junior
9 5 (6.94%) Business Analyst
9 5 (6.94%) Data Business Analyst
9 5 (6.94%) Graduate Analyst
9 5 (6.94%) Graduate Business Analyst
9 5 (6.94%) Junior Analyst
9 5 (6.94%) Junior Data Analyst
9 5 (6.94%) Master Data Analyst
10 4 (5.56%) Machine Learning Specialist
10 4 (5.56%) SQL Data Analyst
10 4 (5.56%) UX Analyst
Libraries, Frameworks & Software Standards
1 7 (9.72%) Google Maps API
2 5 (6.94%) TensorFlow
3 4 (5.56%) OpenCV
3 4 (5.56%) Theano
3 4 (5.56%) Torch
4 3 (4.17%) AngularJS
4 3 (4.17%) CSS
4 3 (4.17%) Flask
4 3 (4.17%) NumPy
4 3 (4.17%) Pandas
4 3 (4.17%) React
4 3 (4.17%) SciPy
5 2 (2.78%) XML
6 1 (1.39%) scikit-learn
Miscellaneous
1 27 (37.50%) Computer Science
2 20 (27.78%) Algorithms
3 17 (23.61%) Analytical Skills
4 12 (16.67%) Life Science
5 10 (13.89%) User Experience
6 9 (12.50%) 3D Graphics
6 9 (12.50%) Linux Command Line
7 7 (9.72%) Management Information System
8 1 (1.39%) Driving Licence
8 1 (1.39%) Robotics
Operating Systems
1 18 (25.00%) Linux
2 4 (5.56%) Unix
3 1 (1.39%) Android
Processes & Methodologies
1 33 (45.83%) Mathematics
2 24 (33.33%) Machine Learning
3 22 (30.56%) Analytics
3 22 (30.56%) Statistics
4 15 (20.83%) Data Visualisation
4 15 (20.83%) Visualisation
5 13 (18.06%) Physics
6 10 (13.89%) SDLC
6 10 (13.89%) Validation
7 9 (12.50%) Computer Vision
7 9 (12.50%) Data Munging
7 9 (12.50%) Probabilistic Modelling
8 8 (11.11%) Software Engineering
9 6 (8.33%) Data Management
10 5 (6.94%) Convolutional Neural Network
10 5 (6.94%) Data Analytics
10 5 (6.94%) Data Governance
10 5 (6.94%) Master Data Management
10 5 (6.94%) Neural Network
10 5 (6.94%) Strategic Thinking
Programming Languages
1 27 (37.50%) Python
2 14 (19.44%) SQL
3 11 (15.28%) Java
4 10 (13.89%) C++
5 9 (12.50%) C
6 8 (11.11%) Scala
7 6 (8.33%) R
8 5 (6.94%) VBA
9 4 (5.56%) JavaScript
10 1 (1.39%) Cython
10 1 (1.39%) Embedded C
10 1 (1.39%) Embedded C++
10 1 (1.39%) Perl
10 1 (1.39%) PHP
Qualifications
1 41 (56.94%) Degree
2 13 (18.06%) PhD
3 2 (2.78%) Computer Science Degree
4 1 (1.39%) PRINCE2 Certification
Quality Assurance & Compliance
1 5 (6.94%) Data Quality
2 1 (1.39%) GAMP
2 1 (1.39%) GxP
System Software
1 4 (5.56%) Docker
2 1 (1.39%) Firmware
Vendors
1 7 (9.72%) Google
2 5 (6.94%) SAP
3 2 (2.78%) Oracle
4 1 (1.39%) Microsoft
4 1 (1.39%) Salesforce.com
4 1 (1.39%) Tableau