Period
to 18 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Cheltenham with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 18 December 2018 with a comparison to the same period in the previous 2 years.

Analytics
Gloucestershire > Cheltenham
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 41 52 82
Rank change year-on-year +11 +30 -36
Permanent jobs citing Analytics 32 29 14
As % of all permanent IT jobs advertised in Cheltenham 5.34% 6.00% 1.77%
As % of the Processes & Methodologies category 5.88% 6.53% 1.91%
Number of salaries quoted 28 27 11
Cheltenham median annual salary £57,500 £33,500 £42,500
Median salary % change year-on-year +71.64% -21.18% -19.05%
10th Percentile £40,875 £19,750 £32,500
90th Percentile £64,000 £55,000 £65,000
Gloucestershire median annual salary £60,000 £47,500 £50,000
% change year-on-year +26.32% -5.00% -9.09%

Analytics 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 Cheltenham with a requirement for process or methodology skills.

All Process and Methodology Skills
Cheltenham
Permanent vacancies with a requirement for process or methodology skills 544 444 734
As % of all permanent IT jobs advertised in Cheltenham 90.82% 91.93% 92.91%
Number of salaries quoted 428 391 628
Cheltenham median annual salary £47,500 £42,500 £45,000
Median salary % change year-on-year +11.76% -5.56% +12.50%
10th Percentile £26,250 £22,750 £28,000
90th Percentile £65,000 £60,000 £65,000
Gloucestershire median annual salary £47,500 £45,000 £42,500
% change year-on-year +5.56% +5.88% +3.66%

Analytics
Job Vacancy Trend in Cheltenham

Job postings citing Analytics as a percentage of all IT jobs advertised in Cheltenham.

Job vacancy trend for Analytics in Cheltenham

Analytics
Salary Trend in Cheltenham

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

Salary trend for Analytics in Cheltenham

Analytics
Salary Histogram in Cheltenham

The salary distribution of IT jobs citing Analytics in Cheltenham over the 6 months to 18 December 2018.

Salary histogram for Analytics in Cheltenham

For the 6 months to 18 December 2018, IT jobs citing Analytics 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 Cheltenham region with a requirement for Analytics.

1 26 (81.25%) Data Science
2 22 (68.75%) Machine Learning
3 19 (59.38%) Python
4 16 (50.00%) Statistics
5 15 (46.88%) Git (software)
6 14 (43.75%) Data Analytics
7 13 (40.63%) R
7 13 (40.63%) Degree
8 11 (34.38%) Mathematics
8 11 (34.38%) Data Analysis
9 10 (31.25%) Analytical Skills
9 10 (31.25%) Algorithms
9 10 (31.25%) PowerShell
10 9 (28.13%) SQL
10 9 (28.13%) SAS
10 9 (28.13%) Apache Spark
11 8 (25.00%) Big Data
12 7 (21.88%) Visualisation
12 7 (21.88%) Java
12 7 (21.88%) Computer Science
13 6 (18.75%) Agile Software Development
13 6 (18.75%) Retail
13 6 (18.75%) Operations Research
13 6 (18.75%) Scrum
13 6 (18.75%) Problem-Solving
14 5 (15.63%) Cypher
14 5 (15.63%) Unix
14 5 (15.63%) Shell Script
14 5 (15.63%) JSON
14 5 (15.63%) Open Source

Analytics
Co-occurring IT Skills in Cheltenham 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 9 (28.13%) Apache Spark
1 9 (28.13%) SAS
2 3 (9.38%) Apache
3 2 (6.25%) Apache Pig
3 2 (6.25%) Elasticsearch
Applications
1 1 (3.13%) SPSS
Business Applications
1 1 (3.13%) Cognos TM1
Cloud Services
1 3 (9.38%) Amazon AWS
2 1 (3.13%) Amazon EC2
2 1 (3.13%) Amazon EMR
2 1 (3.13%) Google Analytics
Database & Business Intelligence
1 8 (25.00%) Big Data
2 5 (15.63%) Neo4j
3 4 (12.50%) Data Warehouse
3 4 (12.50%) Hadoop
4 3 (9.38%) Apache Hive
5 2 (6.25%) Data Lake
5 2 (6.25%) Data Mining
5 2 (6.25%) Text Mining
6 1 (3.13%) Apache Cassandra
6 1 (3.13%) MongoDB
6 1 (3.13%) Power BI
Development Applications
1 15 (46.88%) Git (software)
2 5 (15.63%) Mercurial
General
1 6 (18.75%) Retail
2 3 (9.38%) Finance
3 2 (6.25%) Marketing
Job Titles
1 21 (65.63%) Data Scientist
2 11 (34.38%) Senior Data Scientist
3 3 (9.38%) Data Engineer
4 2 (6.25%) Analyst
4 2 (6.25%) Data Analyst
5 1 (3.13%) Cognos Developer
5 1 (3.13%) Consultant
5 1 (3.13%) Data Consultant
5 1 (3.13%) Developer
5 1 (3.13%) Graduate
5 1 (3.13%) Graduate Analyst
5 1 (3.13%) Graduate Data Analyst
5 1 (3.13%) Junior
5 1 (3.13%) Junior Software Engineer
5 1 (3.13%) Principal Consultant
5 1 (3.13%) Python Engineer
5 1 (3.13%) Scrum Master
5 1 (3.13%) Senior Analyst
5 1 (3.13%) Senior Data Analyst
5 1 (3.13%) Software Engineer
Libraries, Frameworks & Software Standards
1 5 (15.63%) JSON
1 5 (15.63%) Natural Language Processing
1 5 (15.63%) Pandas
1 5 (15.63%) scikit-learn
1 5 (15.63%) SciPy
2 3 (9.38%) Kafka
3 2 (6.25%) Apache Avro
4 1 (3.13%) AngularJS
4 1 (3.13%) Backbone.js
4 1 (3.13%) CSS
4 1 (3.13%) CSS3
4 1 (3.13%) D3.js
4 1 (3.13%) Express
4 1 (3.13%) HTML
4 1 (3.13%) HTML5
4 1 (3.13%) MEAN Stack
4 1 (3.13%) Node.js
4 1 (3.13%) React
4 1 (3.13%) RESTful
4 1 (3.13%) Spring Boot
Miscellaneous
1 10 (31.25%) Algorithms
1 10 (31.25%) Analytical Skills
2 4 (12.50%) Social Media
3 3 (9.38%) Data Protection Act
4 2 (6.25%) Blog
4 2 (6.25%) Data Structures
4 2 (6.25%) Management Information System
5 1 (3.13%) Fintech
5 1 (3.13%) Greenfield Project
5 1 (3.13%) Self-Motivation
Operating Systems
1 5 (15.63%) Unix
Processes & Methodologies
1 26 (81.25%) Data Science
2 22 (68.75%) Machine Learning
3 16 (50.00%) Statistics
4 14 (43.75%) Data Analytics
5 11 (34.38%) Data Analysis
5 11 (34.38%) Mathematics
6 7 (21.88%) Computer Science
6 7 (21.88%) Visualisation
7 6 (18.75%) Agile Software Development
7 6 (18.75%) Operations Research
7 6 (18.75%) Problem-Solving
7 6 (18.75%) Scrum
8 5 (15.63%) DevOps
8 5 (15.63%) Open Source
8 5 (15.63%) Root Cause Analysis
8 5 (15.63%) SDLC
9 4 (12.50%) Artificial Intelligence
9 4 (12.50%) Data Protection
10 3 (9.38%) Software Engineering
10 3 (9.38%) Statistical Analysis
Programming Languages
1 19 (59.38%) Python
2 13 (40.63%) R
3 10 (31.25%) PowerShell
4 9 (28.13%) SQL
5 7 (21.88%) Java
6 5 (15.63%) Cypher
6 5 (15.63%) Scala
6 5 (15.63%) Shell Script
7 2 (6.25%) Clojure
8 1 (3.13%) JavaScript
Qualifications
1 13 (40.63%) Degree
2 2 (6.25%) Master's Degree
2 2 (6.25%) Security Cleared
3 1 (3.13%) Computer Science Degree
Quality Assurance & Compliance
1 5 (15.63%) Data Quality
2 4 (12.50%) GDPR
System Software
1 1 (3.13%) Docker
Vendors
1 2 (6.25%) Tableau
2 1 (3.13%) Cognos
2 1 (3.13%) Google
2 1 (3.13%) IBM