Period
to 20 November 2017

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

Statistics
Cambridgeshire > Cambridge
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 55 117 115
Rank change year-on-year +62 -2 +26
Permanent jobs citing Statistics 157 30 43
As % of all permanent IT jobs advertised in Cambridge 5.06% 1.33% 1.50%
As % of the Processes & Methodologies category 5.44% 1.49% 1.70%
Number of salaries quoted 111 26 36
Cambridge median annual salary £57,500 £53,750 £45,000
Median salary % change year-on-year +6.98% +19.44% +16.13%
10th Percentile £28,750 £35,000 £38,960
90th Percentile £90,000 £66,000 £56,875
Cambridgeshire median annual salary £55,000 £55,000 £45,000
% change year-on-year - +22.22% +11.11%

Statistics 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%

Statistics
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Statistics in Cambridge

Statistics
Salary Trend in Cambridge

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

Salary trend for Statistics in Cambridge

Statistics
Salary Histogram in Cambridge

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

Salary histogram for Statistics in Cambridge

For the 6 months to 20 November 2017, IT jobs citing Statistics 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 Statistics.

1 149 (94.90%) Mathematics
2 124 (78.98%) Computer Science
3 95 (60.51%) Physics
3 95 (60.51%) Python
4 81 (51.59%) Machine Learning
5 79 (50.32%) Software Engineering
6 65 (41.40%) SQL
6 65 (41.40%) Finance
7 60 (38.22%) MATLAB
8 58 (36.94%) PhD
9 54 (34.39%) C++
10 53 (33.76%) Degree
11 52 (33.12%) Algorithms
12 51 (32.48%) Bayesian Methods
13 45 (28.66%) Analytics
14 44 (28.03%) Artificial Intelligence
15 41 (26.11%) Economics
15 41 (26.11%) C#
16 39 (24.84%) Julia
17 36 (22.93%) Java
18 35 (22.29%) WPF
19 32 (20.38%) JavaScript
20 30 (19.11%) Agile Software Development
21 28 (17.83%) Test Automation
21 28 (17.83%) Analytical Skills
22 26 (16.56%) R
22 26 (16.56%) Financial Modelling
23 24 (15.29%) Deep Learning
24 23 (14.65%) Probabilistic Modelling
24 23 (14.65%) Neural Network

Statistics
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 (1.91%) Apache Spark
2 2 (1.27%) SAS
3 1 (0.64%) Apache Solr
3 1 (0.64%) Elasticsearch
3 1 (0.64%) Jupyter
Applications
1 3 (1.91%) Microsoft Excel
2 2 (1.27%) Microsoft PowerPoint
3 1 (0.64%) Weka
Cloud Services
1 13 (8.28%) Microsoft Azure
2 3 (1.91%) Amazon AWS
2 3 (1.91%) Azure Machine Learning
Database & Business Intelligence
1 17 (10.83%) Relational Database
2 16 (10.19%) Big Data
3 10 (6.37%) Data Mining
3 10 (6.37%) RDBMS
4 8 (5.10%) BusinessObjects
4 8 (5.10%) SQL Server
5 7 (4.46%) Geospatial Data
5 7 (4.46%) GIS
5 7 (4.46%) MySQL
6 4 (2.55%) Hadoop
7 2 (1.27%) Crystal Reports
7 2 (1.27%) NoSQL
8 1 (0.64%) Apache Cassandra
8 1 (0.64%) Data Warehouse
8 1 (0.64%) Oracle BI EE
8 1 (0.64%) PostgreSQL
8 1 (0.64%) Redis
Development Applications
1 16 (10.19%) NUnit
2 11 (7.01%) Git (software)
3 8 (5.10%) Visual Studio
4 7 (4.46%) Team Foundation Server
5 1 (0.64%) JIRA
General
1 65 (41.40%) Finance
2 2 (1.27%) Arabic Language
2 2 (1.27%) French Language
2 2 (1.27%) Portuguese Language
2 2 (1.27%) Retail
2 2 (1.27%) Spanish Language
3 1 (0.64%) Marketing
3 1 (0.64%) Pharmaceutical
Job Titles
1 33 (21.02%) Software Engineer
2 31 (19.75%) Graduate
3 30 (19.11%) Developer
4 21 (13.38%) Analyst
5 20 (12.74%) Data Scientist
5 20 (12.74%) Machine Learning Researcher
6 19 (12.10%) Software Test Engineer
6 19 (12.10%) Test Engineer
7 18 (11.46%) Graduate Analyst
7 18 (11.46%) Graduate Software Analyst
7 18 (11.46%) Software Analyst
8 16 (10.19%) C# Developer
8 16 (10.19%) Research Engineer
9 15 (9.55%) Software Developer
10 13 (8.28%) C++ Software Engineer
10 13 (8.28%) Embedded C Software Engineer
10 13 (8.28%) Embedded C/C++ Engineer
10 13 (8.28%) Embedded C/C++ Software Engineer
10 13 (8.28%) Embedded Software Engineer
10 13 (8.28%) Senior Test Engineer
Libraries, Frameworks & Software Standards
1 35 (22.29%) WPF
2 13 (8.28%) HTML
2 13 (8.28%) Reactive Extensions
2 13 (8.28%) WCF
3 11 (7.01%) .NET
4 10 (6.37%) Velocity
4 10 (6.37%) XML
5 8 (5.10%) Natural Language Processing
5 8 (5.10%) WinForms
6 7 (4.46%) ASP.NET
6 7 (4.46%) ASP.NET MVC
6 7 (4.46%) Google Maps API
6 7 (4.46%) TensorFlow
7 3 (1.91%) PySpark
8 2 (1.27%) AngularJS
9 1 (0.64%) DBIx::Class
9 1 (0.64%) Lucene
9 1 (0.64%) scikit-learn
9 1 (0.64%) SQLAlchemy
9 1 (0.64%) Xapian
Miscellaneous
1 124 (78.98%) Computer Science
2 52 (33.12%) Algorithms
3 28 (17.83%) Analytical Skills
4 23 (14.65%) Life Science
5 13 (8.28%) Embedded Systems
6 9 (5.73%) Linux Command Line
7 7 (4.46%) Management Information System
8 5 (3.18%) Augmented Reality
8 5 (3.18%) Reinsurance
Operating Systems
1 23 (14.65%) Linux
2 14 (8.92%) Windows
3 1 (0.64%) Unix
Processes & Methodologies
1 149 (94.90%) Mathematics
2 95 (60.51%) Physics
3 81 (51.59%) Machine Learning
4 79 (50.32%) Software Engineering
5 51 (32.48%) Bayesian Methods
6 45 (28.66%) Analytics
7 44 (28.03%) Artificial Intelligence
8 41 (26.11%) Economics
9 30 (19.11%) Agile Software Development
10 28 (17.83%) Test Automation
11 26 (16.56%) Financial Modelling
12 24 (15.29%) Deep Learning
13 23 (14.65%) Neural Network
13 23 (14.65%) Probabilistic Modelling
14 22 (14.01%) Data Analysis
15 20 (12.74%) Capital Modelling
16 18 (11.46%) Project Management
17 17 (10.83%) Open Source
18 16 (10.19%) Probability Theory
18 16 (10.19%) SDLC
Programming Languages
1 95 (60.51%) Python
2 65 (41.40%) SQL
3 60 (38.22%) MATLAB
4 54 (34.39%) C++
5 41 (26.11%) C#
6 39 (24.84%) Julia
7 36 (22.93%) Java
8 32 (20.38%) JavaScript
9 26 (16.56%) R
10 16 (10.19%) C
11 13 (8.28%) Embedded C
11 13 (8.28%) Embedded C++
12 2 (1.27%) Perl
13 1 (0.64%) Bash Shell
13 1 (0.64%) VBA
Qualifications
1 58 (36.94%) PhD
2 53 (33.76%) Degree
3 3 (1.91%) Numerate Degree
3 3 (1.91%) Security Cleared
System Software
1 1 (0.64%) Oracle RAC
Systems Management
1 1 (0.64%) Ansible
1 1 (0.64%) Failover Clustering
1 1 (0.64%) Packer
Vendors
1 15 (9.55%) Microsoft
2 9 (5.73%) TOWER Software
3 8 (5.10%) Tableau
4 7 (4.46%) Google
5 3 (1.91%) Oracle