Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Cluster Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Cluster Analysis over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Cluster Analysis
UK > England
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 1114 1143 1209
Rank change year-on-year +29 +66 +17
Permanent jobs citing Cluster Analysis 45 42 68
As % of all permanent IT jobs advertised in England 0.027% 0.023% 0.033%
As % of the Processes & Methodologies category 0.030% 0.026% 0.037%
Number of salaries quoted 44 31 64
England median annual salary £60,000 £41,750 £46,250
Median salary % change year-on-year +43.71% -9.73% -11.90%
10th Percentile £38,097 £27,500 £32,000
90th Percentile £97,500 £77,500 £68,375
UK median annual salary £60,000 £41,750 £46,250
% change year-on-year +43.71% -9.73% -11.90%

Cluster 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 150826 160156 182795
As % of all permanent IT jobs advertised in England 89.93% 89.37% 88.72%
Number of salaries quoted 119888 134356 152138
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Cluster Analysis
Job Vacancy Trend in England

Job postings citing Cluster Analysis as a percentage of all IT jobs advertised in England.

Job vacancy trend for Cluster Analysis in England

Cluster Analysis
Salary Trend in England

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

Salary trend for Cluster Analysis in England

Cluster Analysis
Salary Histogram in England

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

Salary histogram for Cluster Analysis in England

Cluster Analysis
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Cluster Analysis within the England 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
London +1 25 £61,250 +4.26% 1
North of England +9 9 £60,000 +100.00%
North West -17 9 £60,000 +100.00%
South West -4 7 £39,991 -11.13% 1
South East +29 4 £65,000 +62.50%
Cluster Analysis
UK

For the 6 months to 18 November 2017, IT jobs citing Cluster 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 England region with a requirement for Cluster Analysis.

1 38 (84.44%) Analytics
2 37 (82.22%) SQL
3 33 (73.33%) Big Data
4 32 (71.11%) Data Mining
5 31 (68.89%) SAS
5 31 (68.89%) Hadoop
6 30 (66.67%) Statistics
6 30 (66.67%) Python
6 30 (66.67%) Machine Learning
7 28 (62.22%) R
8 27 (60.00%) Apache Spark
8 27 (60.00%) Algorithms
9 24 (53.33%) Predictive Modelling
10 22 (48.89%) Apache Hive
11 21 (46.67%) Degree
11 21 (46.67%) Mathematics
12 17 (37.78%) Predictive Analytics
12 17 (37.78%) Analytical Skills
13 16 (35.56%) CHAID
14 15 (33.33%) Complexity Analysis
15 14 (31.11%) Logistic Regression
16 13 (28.89%) Neural Network
16 13 (28.89%) Scala
16 13 (28.89%) Finance
16 13 (28.89%) MongoDB
16 13 (28.89%) Data Analytics
17 12 (26.67%) Apache Cassandra
18 11 (24.44%) Computer Science
18 11 (24.44%) Text Mining
19 10 (22.22%) Statistical Analysis

Cluster Analysis
Co-occurring IT Skills in England 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 31 (68.89%) SAS
2 27 (60.00%) Apache Spark
3 3 (6.67%) Apache Pig
Applications
1 9 (20.00%) SPSS
2 5 (11.11%) Microsoft Excel
3 4 (8.89%) Microsoft Office
4 3 (6.67%) S-PLUS
4 3 (6.67%) Stata
5 2 (4.44%) SPSS Modeler
Business Applications
1 1 (2.22%) SAP InfiniteInsight
Cloud Services
1 9 (20.00%) Amazon AWS
2 7 (15.56%) Amazon S3
3 3 (6.67%) Cloud Computing
3 3 (6.67%) Google Cloud Platform
4 1 (2.22%) Microsoft Azure
Database & Business Intelligence
1 33 (73.33%) Big Data
2 32 (71.11%) Data Mining
3 31 (68.89%) Hadoop
4 22 (48.89%) Apache Hive
5 13 (28.89%) MongoDB
6 12 (26.67%) Apache Cassandra
7 11 (24.44%) Text Mining
8 9 (20.00%) SQL Server
9 8 (17.78%) Relational Database
10 7 (15.56%) NoSQL
11 3 (6.67%) BigQuery
11 3 (6.67%) Geospatial Data
11 3 (6.67%) GIS
11 3 (6.67%) HBase
11 3 (6.67%) Impala
11 3 (6.67%) Power BI
11 3 (6.67%) RDBMS
12 2 (4.44%) Data Warehouse
Development Applications
1 2 (4.44%) RStudio
2 1 (2.22%) Octopus Deploy
2 1 (2.22%) TeamCity
General
1 13 (28.89%) Finance
2 9 (20.00%) Retail
3 7 (15.56%) Marketing
4 3 (6.67%) Law
5 1 (2.22%) Banking
Job Titles
1 34 (75.56%) Data Scientist
2 9 (20.00%) Senior Data Scientist
3 6 (13.33%) Analyst
4 4 (8.89%) Data Insight Analyst
4 4 (8.89%) Insight Analyst
4 4 (8.89%) Insight Data Analyst
5 2 (4.44%) Data Analyst
5 2 (4.44%) Machine Learning Scientist
6 1 (2.22%) Customer Analyst
6 1 (2.22%) Customer Insight Analyst
6 1 (2.22%) DevOps Engineer
6 1 (2.22%) Report Analyst
Libraries, Frameworks & Software Standards
1 9 (20.00%) Natural Language Processing
2 3 (6.67%) D3.js
2 3 (6.67%) TensorFlow
2 3 (6.67%) Theano
3 2 (4.44%) NumPy
3 2 (4.44%) SciPy
Miscellaneous
1 27 (60.00%) Algorithms
2 17 (37.78%) Analytical Skills
3 11 (24.44%) Computer Science
4 5 (11.11%) Management Information System
5 3 (6.67%) Blog
5 3 (6.67%) Data Protection Act
5 3 (6.67%) Robotics
Processes & Methodologies
1 38 (84.44%) Analytics
2 30 (66.67%) Machine Learning
2 30 (66.67%) Statistics
3 24 (53.33%) Predictive Modelling
4 21 (46.67%) Mathematics
5 17 (37.78%) Predictive Analytics
6 16 (35.56%) CHAID
7 15 (33.33%) Complexity Analysis
8 14 (31.11%) Logistic Regression
9 13 (28.89%) Data Analytics
9 13 (28.89%) Neural Network
10 10 (22.22%) Statistical Analysis
10 10 (22.22%) Statistical Modelling
11 8 (17.78%) Mentoring
12 7 (15.56%) Visualisation
13 6 (13.33%) Business Intelligence
13 6 (13.33%) Service Delivery
14 5 (11.11%) Applied Mathematics
14 5 (11.11%) Deep Learning
14 5 (11.11%) Open Source
Programming Languages
1 37 (82.22%) SQL
2 30 (66.67%) Python
3 28 (62.22%) R
4 13 (28.89%) Scala
5 9 (20.00%) MATLAB
6 3 (6.67%) Java
6 3 (6.67%) JavaScript
7 1 (2.22%) C
7 1 (2.22%) C++
Qualifications
1 21 (46.67%) Degree
2 8 (17.78%) PhD
3 7 (15.56%) Numerate Degree
4 5 (11.11%) Computer Science Degree
5 3 (6.67%) Postgraduate
6 2 (4.44%) Master's Degree
Vendors
1 3 (6.67%) Splunk
1 3 (6.67%) Tableau
2 2 (4.44%) Google
2 2 (4.44%) IBM
3 1 (2.22%) Microsoft