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 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Cluster Analysis
UK / England
Rank 816 910 911
Rank change year-on-year +94 +1  
Permanent jobs citing Cluster Analysis 21 19 25
As % of all permanent IT jobs advertised in England 0.026% 0.020% 0.025%
As % of the Processes & Methodologies category 0.030% 0.022% 0.029%
Number of salaries quoted 21 16 20
Median salary £57,500 £37,500 £45,000
Median salary % change year-on-year +53.33% -16.66%  
90% offered a salary of more than £40,000 £32,750 £28,000
10% offered a salary of more than £67,500 £65,000 £60,500
UK excluding London median salary £42,500 £35,000 £46,250
% change year-on-year +21.42% -24.32%  

Cluster Analysis is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 71048 85804 86462
As % of all permanent IT job vacancies advertised in England 89.07% 88.61% 86.97%
Number of salaries quoted 58845 71773 70672
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Cluster Analysis
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Cluster Analysis as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 25 March 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 3 months to 25 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +69 9 £60,000 +60.00% 2
South East - 5 £57,500 - 2
South West +13 2 £42,000 +5.00%
North West -10 2 £36,250 +90.78% 2
West Midlands - 2 £50,000 -
East of England - 1 £110,000 - 1
Cluster Analysis
UK

Cluster Analysis
Top 30 Related IT Skills in England

For the 6 months to 25 March 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 35 (74.47%) Analytics
2 33 (70.21%) Data Mining
3 29 (61.70%) R
4 26 (55.32%) Python
5 25 (53.19%) Mathematics
6 24 (51.06%) SQL
6 24 (51.06%) SAS
7 23 (48.94%) Machine Learning
8 20 (42.55%) Statistics
9 17 (36.17%) Neural Network
10 16 (34.04%) Data Analytics
10 16 (34.04%) Analytical Skills
10 16 (34.04%) Hadoop
11 14 (29.79%) Computer Science
11 14 (29.79%) Stata
12 13 (27.66%) Degree
12 13 (27.66%) Big Data
13 12 (25.53%) Statistical Modelling
13 12 (25.53%) Relational Database
13 12 (25.53%) Bayesian Methods
13 12 (25.53%) Marketing
13 12 (25.53%) CHAID
14 11 (23.40%) Business Intelligence
14 11 (23.40%) SQL Server
14 11 (23.40%) SPSS
14 11 (23.40%) Apache Hive
15 10 (21.28%) Stochastic Modelling
15 10 (21.28%) Apache Spark
15 10 (21.28%) PhD
15 10 (21.28%) Neuroscience

Cluster Analysis
Top Related 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 24 (51.06%) SAS
2 10 (21.28%) Apache Spark
3 5 (10.64%) Apache Pig
4 2 (4.26%) Apache
4 2 (4.26%) Apache Solr
Applications
1 14 (29.79%) Stata
2 11 (23.40%) SPSS
3 4 (8.51%) MS Excel
3 4 (8.51%) S-PLUS
4 3 (6.38%) MS Office
5 2 (4.26%) SPSS Modeler
Business Applications
1 3 (6.38%) Data Workbench
2 1 (2.13%) FastStats
Cloud Services
1 1 (2.13%) Adobe Analytics
1 1 (2.13%) Amazon AWS
1 1 (2.13%) Amazon S3
Database & Business Intelligence
1 33 (70.21%) Data Mining
2 16 (34.04%) Hadoop
3 13 (27.66%) Big Data
4 12 (25.53%) Relational Database
5 11 (23.40%) Apache Hive
5 11 (23.40%) SQL Server
6 8 (17.02%) NoSQL
7 7 (14.89%) MongoDB
7 7 (14.89%) Spotfire
7 7 (14.89%) Text Mining
8 6 (12.77%) Apache Cassandra
9 4 (8.51%) HBase
9 4 (8.51%) RDBMS
10 3 (6.38%) QlikView
11 2 (4.26%) BusinessObjects
12 1 (2.13%) Mahout
12 1 (2.13%) Power BI
12 1 (2.13%) Qlik Sense
12 1 (2.13%) SQL Server Analysis Services
Development Applications
1 2 (4.26%) RStudio
2 1 (2.13%) Git (software)
General
1 12 (25.53%) Marketing
2 7 (14.89%) Pharmaceutical
3 4 (8.51%) Retail
4 2 (4.26%) Finance
4 2 (4.26%) Legal
4 2 (4.26%) Telecoms
5 1 (2.13%) French Language
5 1 (2.13%) Games
5 1 (2.13%) German Language
5 1 (2.13%) Law
5 1 (2.13%) Manufacturing
Job Titles
1 29 (61.70%) Data Scientist
2 7 (14.89%) Analyst
3 4 (8.51%) Analytics Manager
3 4 (8.51%) Customer Insight Manager
3 4 (8.51%) Data Analyst
3 4 (8.51%) Insight Manager
3 4 (8.51%) Senior Data Scientist
4 3 (6.38%) Business Analytics Manager
4 3 (6.38%) Business Manager
4 3 (6.38%) Senior Analytics Manager
4 3 (6.38%) Senior Business Manager
4 3 (6.38%) Senior Manager
4 3 (6.38%) SQL Analyst
4 3 (6.38%) SQL Data Analyst
5 2 (4.26%) Insight Analyst
6 1 (2.13%) Campaign Analyst
6 1 (2.13%) Data Insight Analyst
6 1 (2.13%) Insight Data Analyst
6 1 (2.13%) SAS Data Analyst
6 1 (2.13%) SQL Server Analyst
Libraries, Frameworks & Software Standards
1 8 (17.02%) Natural Language Processing
2 2 (4.26%) Lucene
2 2 (4.26%) Regular Expression
3 1 (2.13%) D3.js
Miscellaneous
1 16 (34.04%) Analytical Skills
2 14 (29.79%) Computer Science
3 8 (17.02%) Algorithms
4 2 (4.26%) Digital Media
5 1 (2.13%) Credit Risk
5 1 (2.13%) Virtual Team
Operating Systems
1 1 (2.13%) Linux
1 1 (2.13%) Windows
Processes & Methodologies
1 35 (74.47%) Analytics
2 25 (53.19%) Mathematics
3 23 (48.94%) Machine Learning
4 20 (42.55%) Statistics
5 17 (36.17%) Neural Network
6 16 (34.04%) Data Analytics
7 12 (25.53%) Bayesian Methods
7 12 (25.53%) CHAID
7 12 (25.53%) Statistical Modelling
8 11 (23.40%) Business Intelligence
9 10 (21.28%) Neuroscience
9 10 (21.28%) Stochastic Modelling
10 9 (19.15%) Predictive Modelling
11 7 (14.89%) Data Analysis
11 7 (14.89%) Data Extraction
11 7 (14.89%) Logistic Regression
11 7 (14.89%) Regression Analysis
11 7 (14.89%) Statistical Analysis
11 7 (14.89%) Visualisation
12 6 (12.77%) Data Visualisation
Programming Languages
1 29 (61.70%) R
2 26 (55.32%) Python
3 24 (51.06%) SQL
4 8 (17.02%) MATLAB
5 5 (10.64%) Java
5 5 (10.64%) Scala
6 2 (4.26%) C#
6 2 (4.26%) C++
6 2 (4.26%) VB
7 1 (2.13%) VBA
Qualifications
1 13 (27.66%) Degree
2 10 (21.28%) PhD
Vendors
1 6 (12.77%) TIBCO
2 4 (8.51%) Adobe
2 4 (8.51%) Splunk
2 4 (8.51%) Tableau
3 2 (4.26%) IBM
3 2 (4.26%) Teradata
4 1 (2.13%) Microsoft
4 1 (2.13%) Minitab
4 1 (2.13%) Oracle
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