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 23 June 2017 with a comparison to the same period in the previous 2 years.

Cluster Analysis
UK / England
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 836 891 916
Rank change year-on-year +55 +25  
Permanent jobs citing Cluster Analysis 26 23 42
As % of all permanent IT jobs advertised in England 0.031% 0.025% 0.040%
As % of the Processes & Methodologies category 0.035% 0.028% 0.046%
Number of salaries quoted 20 16 38
Median salary £60,000 £45,000 £40,000
Median salary % change year-on-year +33.33% +12.50%  
90% offered a salary of more than £48,750 £36,500 £33,200
10% offered a salary of more than £63,250 £75,000 £70,000
UK excluding London median salary £60,000 £45,000 £33,140
% change year-on-year +33.33% +35.78%  

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 75125 82244 91401
As % of all permanent IT job vacancies advertised in England 89.68% 89.02% 87.91%
Number of salaries quoted 60990 69535 75555
Median salary £51,500 £50,000 £50,000
Median salary % change year-on-year +3.00% -  
90% offered a salary of more than £32,500 £32,500 £31,523
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 23 June 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 23 June 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 +23 19 £60,000 +60.00% 5
North West - 5 £60,000 -
South East +55 2 £48,750 +21.87%
Cluster Analysis
UK

For the 6 months to 23 June 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%) SQL
1 35 (74.47%) Data Mining
1 35 (74.47%) Analytics
2 26 (55.32%) Hadoop
2 26 (55.32%) SAS
3 24 (51.06%) Python
4 23 (48.94%) Machine Learning
4 23 (48.94%) Big Data
5 21 (44.68%) Apache Spark
5 21 (44.68%) Apache Hive
6 20 (42.55%) Analytical Skills
7 19 (40.43%) Algorithms
7 19 (40.43%) R
7 19 (40.43%) Degree
8 18 (38.30%) Statistics
9 15 (31.91%) Marketing
9 15 (31.91%) Visualisation
10 14 (29.79%) Logistic Regression
10 14 (29.79%) Mathematics
10 14 (29.79%) CHAID
11 13 (27.66%) SPSS
11 13 (27.66%) Neural Network
11 13 (27.66%) Relational Database
12 12 (25.53%) MongoDB
12 12 (25.53%) Text Mining
13 11 (23.40%) SQL Server
13 11 (23.40%) Complexity Analysis
13 11 (23.40%) Numerate Degree
14 10 (21.28%) MATLAB
14 10 (21.28%) Apache Cassandra

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 26 (55.32%) SAS
2 21 (44.68%) Apache Spark
3 3 (6.38%) Apache Pig
4 2 (4.26%) Apache
4 2 (4.26%) Apache Solr
Applications
1 13 (27.66%) SPSS
2 7 (14.89%) Microsoft Excel
3 4 (8.51%) Microsoft Office
3 4 (8.51%) Microsoft PowerPoint
4 3 (6.38%) S-PLUS
4 3 (6.38%) Stata
5 2 (4.26%) SPSS Modeler
Cloud Services
1 4 (8.51%) Google Analytics
2 1 (2.13%) Amazon AWS
2 1 (2.13%) Amazon S3
Database & Business Intelligence
1 35 (74.47%) Data Mining
2 26 (55.32%) Hadoop
3 23 (48.94%) Big Data
4 21 (44.68%) Apache Hive
5 13 (27.66%) Relational Database
6 12 (25.53%) MongoDB
6 12 (25.53%) Text Mining
7 11 (23.40%) SQL Server
8 10 (21.28%) Apache Cassandra
9 7 (14.89%) NoSQL
10 6 (12.77%) Power BI
11 4 (8.51%) Data Warehouse
12 3 (6.38%) HBase
12 3 (6.38%) RDBMS
13 2 (4.26%) BusinessObjects
13 2 (4.26%) QlikView
14 1 (2.13%) Qlik Sense
14 1 (2.13%) SQL Server Analysis Services
Development Applications
1 2 (4.26%) Git (software)
1 2 (4.26%) RStudio
General
1 15 (31.91%) Marketing
2 6 (12.77%) Finance
3 4 (8.51%) Advertising
3 4 (8.51%) Retail
4 2 (4.26%) Legal
5 1 (2.13%) Banking
5 1 (2.13%) Law
5 1 (2.13%) Manufacturing
5 1 (2.13%) Telecoms
Job Titles
1 30 (63.83%) Data Scientist
2 9 (19.15%) Analyst
3 6 (12.77%) Senior Data Scientist
4 4 (8.51%) Market Analyst
4 4 (8.51%) Market Research Analyst
4 4 (8.51%) Marketing Analyst
4 4 (8.51%) Research Analyst
5 3 (6.38%) Consultant
5 3 (6.38%) Data Analyst
5 3 (6.38%) Data Analytics Scientist
6 2 (4.26%) Data Consultant
6 2 (4.26%) SQL Analyst
6 2 (4.26%) SQL Data Analyst
7 1 (2.13%) Analytics Consultant
7 1 (2.13%) Business Intelligence Analyst
7 1 (2.13%) Customer Insight Specialist
7 1 (2.13%) Data Insight Analyst
7 1 (2.13%) Digital Analytics Consultant
7 1 (2.13%) Insight Analyst
7 1 (2.13%) Insight Data Analyst
Libraries, Frameworks & Software Standards
1 7 (14.89%) Natural Language Processing
2 2 (4.26%) Lucene
2 2 (4.26%) Regular Expression
3 1 (2.13%) NumPy
3 1 (2.13%) SciPy
Miscellaneous
1 20 (42.55%) Analytical Skills
2 19 (40.43%) Algorithms
3 9 (19.15%) Computer Science
4 3 (6.38%) Greenfield Project
5 2 (4.26%) Robotics
6 1 (2.13%) Digital Media
6 1 (2.13%) Social Media
6 1 (2.13%) Virtual Team
Operating Systems
1 2 (4.26%) Linux
Processes & Methodologies
1 35 (74.47%) Analytics
2 23 (48.94%) Machine Learning
3 18 (38.30%) Statistics
4 15 (31.91%) Visualisation
5 14 (29.79%) CHAID
5 14 (29.79%) Logistic Regression
5 14 (29.79%) Mathematics
6 13 (27.66%) Neural Network
7 11 (23.40%) Complexity Analysis
8 10 (21.28%) Data Visualisation
9 9 (19.15%) Predictive Analytics
10 8 (17.02%) Business Intelligence
10 8 (17.02%) Data Analytics
10 8 (17.02%) Predictive Modelling
11 6 (12.77%) Actionable Insight
11 6 (12.77%) Data Analysis
11 6 (12.77%) Statistical Modelling
12 5 (10.64%) Market Research
12 5 (10.64%) Regression Analysis
13 4 (8.51%) Digital Marketing
Programming Languages
1 35 (74.47%) SQL
2 24 (51.06%) Python
3 19 (40.43%) R
4 10 (21.28%) MATLAB
4 10 (21.28%) Scala
5 4 (8.51%) Java
6 2 (4.26%) C#
6 2 (4.26%) C++
6 2 (4.26%) VB
Qualifications
1 19 (40.43%) Degree
2 11 (23.40%) Numerate Degree
3 8 (17.02%) PhD
4 1 (2.13%) Master's Degree
Vendors
1 7 (14.89%) Tableau
2 4 (8.51%) Facebook
2 4 (8.51%) Google
2 4 (8.51%) Twitter
3 3 (6.38%) Splunk
4 2 (4.26%) IBM
5 1 (2.13%) Microsoft
5 1 (2.13%) Teradata
London
Computer Futures
Salary: competitive
Posted: Yesterday
London
Churchill Frank
Salary: £50000 - £65000 per annum
Posted: 2 days ago
Whitehall, Bristol
Cabinet Office
Posted: 2 days ago
London
Churchill Frank
Salary: £50000 - £60000 per annum
Posted: 17 days ago
London
Churchill Frank
Salary: £40000 - £80000 per annum
Posted: 21 days ago