Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
East of England > Cambridgeshire
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 126 111 161
Rank change year-on-year -15 +50 -38
Permanent jobs citing Data Analysis 80 71 31
As % of all permanent IT jobs advertised in Cambridgeshire 1.94% 2.03% 0.74%
As % of the Processes & Methodologies category 2.10% 2.30% 0.85%
Number of salaries quoted 32 56 29
Cambridgeshire median annual salary £37,500 £50,000 £40,000
Median salary % change year-on-year -25.00% +25.00% -
10th Percentile £30,000 £31,250 £21,850
90th Percentile £50,000 £92,500 £58,750
East of England median annual salary £38,500 £40,000 £39,250
% change year-on-year -3.75% +1.91% +1.95%

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 Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 3803 3083 3660
As % of all permanent IT jobs advertised in Cambridgeshire 92.19% 88.14% 87.94%
Number of salaries quoted 2907 2531 3156
Cambridgeshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £26,250 £27,500
90th Percentile £71,250 £66,250 £65,000
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +3.45%

Data Analysis
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Data Analysis in Cambridgeshire

Data Analysis
Salary Trend in Cambridgeshire

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

Salary trend for Data Analysis in Cambridgeshire

Data Analysis
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Data Analysis in Cambridgeshire over the 6 months to 18 November 2017.

Salary histogram for Data Analysis in Cambridgeshire

Data Analysis
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the Cambridgeshire region over the 6 months to 18 November 2017. 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
Cambridge -2 68 £37,500 -40.00% 4
Peterborough -22 11 £41,500 +18.57%
Data Analysis
East of England

For the 6 months to 18 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 Cambridgeshire region with a requirement for Data Analysis.

1 37 (46.25%) Degree
2 35 (43.75%) Mathematics
3 27 (33.75%) Computer Science
3 27 (33.75%) Python
4 26 (32.50%) Analytics
5 24 (30.00%) Machine Learning
6 22 (27.50%) Statistics
7 20 (25.00%) Algorithms
8 19 (23.75%) Relational Database
8 19 (23.75%) SQL
9 18 (22.50%) Linux
10 16 (20.00%) Analytical Skills
11 15 (18.75%) Data Visualisation
11 15 (18.75%) Visualisation
12 13 (16.25%) Physics
13 12 (15.00%) Life Science
13 12 (15.00%) GIS
13 12 (15.00%) RDBMS
14 11 (13.75%) PhD
14 11 (13.75%) Java
14 11 (13.75%) Git (software)
15 10 (12.50%) User Experience
15 10 (12.50%) SDLC
15 10 (12.50%) C++
15 10 (12.50%) Management Information System
15 10 (12.50%) Google
15 10 (12.50%) Finance
15 10 (12.50%) Validation
16 9 (11.25%) 3D Graphics
16 9 (11.25%) C

Data Analysis
Co-occurring IT Skills in Cambridgeshire 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 (3.75%) Elasticsearch
1 3 (3.75%) SAS
2 2 (2.50%) Umbraco
3 1 (1.25%) IIS
Applications
1 8 (10.00%) Microsoft Excel
2 2 (2.50%) Microsoft PowerPoint
3 1 (1.25%) Microsoft Office
3 1 (1.25%) SPSS
3 1 (1.25%) Weka
Business Applications
1 5 (6.25%) SAP MDG
2 2 (2.50%) WebTrends
Cloud Services
1 3 (3.75%) Google Analytics
2 2 (2.50%) AdWords
Communications & Networking
1 3 (3.75%) Internet
2 2 (2.50%) SMS
3 1 (1.25%) Bluetooth
Database & Business Intelligence
1 19 (23.75%) Relational Database
2 12 (15.00%) GIS
2 12 (15.00%) RDBMS
3 7 (8.75%) Geospatial Data
3 7 (8.75%) MySQL
4 6 (7.50%) SQL Server
5 5 (6.25%) SAP Data Services
6 4 (5.00%) Big Data
6 4 (5.00%) Crystal Reports
7 3 (3.75%) MongoDB
7 3 (3.75%) Redis
8 2 (2.50%) SQL Server 2008
8 2 (2.50%) SQL Server Reporting Services
9 1 (1.25%) Microsoft Analysis Services
9 1 (1.25%) NoSQL
9 1 (1.25%) PowerPivot
9 1 (1.25%) SQL Server Analysis Services
9 1 (1.25%) SQL Server Integration Services
Development Applications
1 11 (13.75%) Git (software)
2 3 (3.75%) Visual Studio
3 2 (2.50%) Team Foundation Server
General
1 10 (12.50%) Finance
2 8 (10.00%) Marketing
3 7 (8.75%) Retail
4 4 (5.00%) Automotive
5 2 (2.50%) Manufacturing
6 1 (1.25%) Electronics
Job Titles
1 25 (31.25%) Analyst
2 18 (22.50%) Data Analyst
3 15 (18.75%) Data Scientist
3 15 (18.75%) Developer
4 10 (12.50%) User Experience Researcher
5 7 (8.75%) Analytics Developer
5 7 (8.75%) Report Developer
5 7 (8.75%) Research Analyst
6 5 (6.25%) Graduate
6 5 (6.25%) Master Data Analyst
6 5 (6.25%) SQL Analyst
6 5 (6.25%) SQL Data Analyst
7 4 (5.00%) Junior
7 4 (5.00%) Machine Learning Specialist
7 4 (5.00%) Python Developer
7 4 (5.00%) UX Analyst
8 3 (3.75%) Data Business Analyst
8 3 (3.75%) Graduate Analyst
8 3 (3.75%) Graduate Business Analyst
8 3 (3.75%) Junior Analyst
Libraries, Frameworks & Software Standards
1 8 (10.00%) CSS
2 7 (8.75%) Google Maps API
3 5 (6.25%) HTML
3 5 (6.25%) TensorFlow
4 4 (5.00%) OpenCV
4 4 (5.00%) Theano
4 4 (5.00%) Torch
5 3 (3.75%) .NET
5 3 (3.75%) AngularJS
5 3 (3.75%) ASP.NET Web Forms
5 3 (3.75%) CSS3
5 3 (3.75%) Flask
5 3 (3.75%) HTML5
5 3 (3.75%) jQuery
5 3 (3.75%) NumPy
5 3 (3.75%) Pandas
5 3 (3.75%) React
5 3 (3.75%) SciPy
6 2 (2.50%) ASP.NET
6 2 (2.50%) XML
Miscellaneous
1 27 (33.75%) Computer Science
2 20 (25.00%) Algorithms
3 16 (20.00%) Analytical Skills
4 12 (15.00%) Life Science
5 10 (12.50%) Management Information System
5 10 (12.50%) User Experience
6 9 (11.25%) 3D Graphics
6 9 (11.25%) Linux Command Line
7 2 (2.50%) Social Media
8 1 (1.25%) Driving Licence
8 1 (1.25%) Replication
8 1 (1.25%) Robotics
Operating Systems
1 18 (22.50%) Linux
2 4 (5.00%) Unix
3 1 (1.25%) Android
3 1 (1.25%) Windows
Processes & Methodologies
1 35 (43.75%) Mathematics
2 26 (32.50%) Analytics
3 24 (30.00%) Machine Learning
4 22 (27.50%) Statistics
5 15 (18.75%) Data Visualisation
5 15 (18.75%) Visualisation
6 13 (16.25%) Physics
7 10 (12.50%) SDLC
7 10 (12.50%) Validation
8 9 (11.25%) Computer Vision
8 9 (11.25%) Data Munging
8 9 (11.25%) Probabilistic Modelling
9 8 (10.00%) Software Engineering
10 6 (7.50%) Data Analytics
10 6 (7.50%) Data Management
10 6 (7.50%) OO
11 5 (6.25%) Convolutional Neural Network
11 5 (6.25%) Data Governance
11 5 (6.25%) Master Data Management
11 5 (6.25%) Strategic Thinking
Programming Languages
1 27 (33.75%) Python
2 19 (23.75%) SQL
3 11 (13.75%) Java
4 10 (12.50%) C++
5 9 (11.25%) C
5 9 (11.25%) JavaScript
6 8 (10.00%) Scala
7 7 (8.75%) R
8 3 (3.75%) C#
8 3 (3.75%) VBA
9 1 (1.25%) Cython
9 1 (1.25%) Data Analysis Expressions (DAX)
9 1 (1.25%) Embedded C
9 1 (1.25%) Embedded C++
9 1 (1.25%) Perl
9 1 (1.25%) PHP
9 1 (1.25%) T-SQL
9 1 (1.25%) VB
Qualifications
1 37 (46.25%) Degree
2 11 (13.75%) PhD
3 2 (2.50%) Computer Science Degree
4 1 (1.25%) PRINCE2 Certification
Quality Assurance & Compliance
1 7 (8.75%) Data Quality
2 1 (1.25%) GAMP
2 1 (1.25%) GxP
System Software
1 4 (5.00%) Docker
2 1 (1.25%) Firmware
Vendors
1 10 (12.50%) Google
2 5 (6.25%) SAP
3 4 (5.00%) Salesforce.com
4 2 (2.50%) Hootsuite
4 2 (2.50%) Microsoft
4 2 (2.50%) Omniture
4 2 (2.50%) Oracle
4 2 (2.50%) Tableau