The following table provides summary statistics for permanent job vacancies 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 24 June 2017 with a comparison to the same period in the previous 2 years.

Cluster Analysis
UK
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 855 900 930
Rank change year-on-year +45 +30  
Permanent jobs citing Cluster Analysis 28 23 45
As % of all permanent IT jobs advertised in the UK 0.032% 0.023% 0.041%
As % of the Processes & Methodologies category 0.035% 0.026% 0.046%
Number of salaries quoted 22 16 42
Median salary £60,000 £45,000 £37,500
Median salary % change year-on-year +33.33% +20.00%  
90% offered a salary of more than £50,000 £36,500 £31,550
10% offered a salary of more than £65,000 £75,000 £69,750
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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 78925 87582 97637
As % of all permanent IT job vacancies advertised in the UK 89.72% 88.95% 88.02%
Number of salaries quoted 63638 73140 79819
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 £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

The job posting trend of jobs advertised 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 the UK

Cluster Analysis
Salary Trend

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

Salary trend for Cluster Analysis in the UK

Cluster Analysis
Salary Histogram

The salary distribution of IT jobs citing Cluster Analysis over the 3 months to 24 June 2017.

Salary histogram for Cluster Analysis in the UK

Cluster Analysis
Top 12 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Cluster Analysis within the UK over the 3 months to 24 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
England +55 26 £60,000 +33.33% 7
London +34 19 £60,000 +60.00% 5
Manchester - 5 £60,000 -
North West - 5 £60,000 - 1
City of London +27 4 £52,500 +25.00%
South East +47 2 £48,750 +21.87%
Wales - 2 £65,000 -
South Wales - 2 £65,000 -
Cardiff - 2 £65,000 -
Oxfordshire +16 1 £37,500 -6.25%
Oxford +5 1 £37,500 -6.25%
Surrey - 1 £60,000 -

For the 6 months to 24 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 with a requirement for Cluster Analysis.

1 37 (75.51%) SQL
2 35 (71.43%) Data Mining
2 35 (71.43%) Analytics
3 28 (57.14%) SAS
4 26 (53.06%) Python
4 26 (53.06%) Hadoop
5 25 (51.02%) Machine Learning
5 25 (51.02%) Big Data
6 21 (42.86%) Apache Spark
6 21 (42.86%) Apache Hive
6 21 (42.86%) R
7 20 (40.82%) Analytical Skills
8 19 (38.78%) Algorithms
8 19 (38.78%) Degree
9 18 (36.73%) Statistics
10 15 (30.61%) Marketing
10 15 (30.61%) Neural Network
10 15 (30.61%) Visualisation
11 14 (28.57%) Logistic Regression
11 14 (28.57%) Mathematics
11 14 (28.57%) CHAID
12 13 (26.53%) SPSS
12 13 (26.53%) Relational Database
13 12 (24.49%) MongoDB
13 12 (24.49%) Text Mining
14 11 (22.45%) SQL Server
14 11 (22.45%) Complexity Analysis
14 11 (22.45%) Numerate Degree
15 10 (20.41%) MATLAB
15 10 (20.41%) Apache Cassandra

Cluster Analysis
Co-occurring IT Skills 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 28 (57.14%) SAS
2 21 (42.86%) Apache Spark
3 3 (6.12%) Apache Pig
4 2 (4.08%) Apache
4 2 (4.08%) Apache Solr
Applications
1 13 (26.53%) SPSS
2 7 (14.29%) Microsoft Excel
3 4 (8.16%) Microsoft Office
3 4 (8.16%) Microsoft PowerPoint
4 3 (6.12%) S-PLUS
4 3 (6.12%) Stata
5 2 (4.08%) SPSS Modeler
Cloud Services
1 4 (8.16%) Google Analytics
2 1 (2.04%) Amazon AWS
2 1 (2.04%) Amazon S3
Database & Business Intelligence
1 35 (71.43%) Data Mining
2 26 (53.06%) Hadoop
3 25 (51.02%) Big Data
4 21 (42.86%) Apache Hive
5 13 (26.53%) Relational Database
6 12 (24.49%) MongoDB
6 12 (24.49%) Text Mining
7 11 (22.45%) SQL Server
8 10 (20.41%) Apache Cassandra
9 7 (14.29%) NoSQL
10 6 (12.24%) Power BI
11 4 (8.16%) Data Warehouse
12 3 (6.12%) HBase
12 3 (6.12%) RDBMS
13 2 (4.08%) BusinessObjects
13 2 (4.08%) QlikView
14 1 (2.04%) Qlik Sense
14 1 (2.04%) SQL Server Analysis Services
Development Applications
1 2 (4.08%) Git (software)
1 2 (4.08%) RStudio
General
1 15 (30.61%) Marketing
2 8 (16.33%) Finance
3 4 (8.16%) Advertising
3 4 (8.16%) Retail
4 2 (4.08%) Legal
5 1 (2.04%) Banking
5 1 (2.04%) Law
5 1 (2.04%) Manufacturing
5 1 (2.04%) Telecoms
Job Titles
1 32 (65.31%) Data Scientist
2 9 (18.37%) Analyst
3 6 (12.24%) Senior Data Scientist
4 4 (8.16%) Market Analyst
4 4 (8.16%) Market Research Analyst
4 4 (8.16%) Marketing Analyst
4 4 (8.16%) Research Analyst
5 3 (6.12%) Consultant
5 3 (6.12%) Data Analyst
5 3 (6.12%) Data Analytics Scientist
6 2 (4.08%) Data Consultant
6 2 (4.08%) SQL Analyst
6 2 (4.08%) SQL Data Analyst
7 1 (2.04%) Business Intelligence Analyst
7 1 (2.04%) Campaign Analyst
7 1 (2.04%) Customer Insight Specialist
7 1 (2.04%) Data Insight Analyst
7 1 (2.04%) Insight Analyst
7 1 (2.04%) Insight Data Analyst
7 1 (2.04%) IT Consultant
Libraries, Frameworks & Software Standards
1 7 (14.29%) Natural Language Processing
2 2 (4.08%) Lucene
2 2 (4.08%) Regular Expression
3 1 (2.04%) NumPy
3 1 (2.04%) SciPy
Miscellaneous
1 20 (40.82%) Analytical Skills
2 19 (38.78%) Algorithms
3 9 (18.37%) Computer Science
4 3 (6.12%) Greenfield Project
5 2 (4.08%) Robotics
6 1 (2.04%) Digital Media
6 1 (2.04%) Social Media
6 1 (2.04%) Virtual Team
Operating Systems
1 2 (4.08%) Linux
Processes & Methodologies
1 35 (71.43%) Analytics
2 25 (51.02%) Machine Learning
3 18 (36.73%) Statistics
4 15 (30.61%) Neural Network
4 15 (30.61%) Visualisation
5 14 (28.57%) CHAID
5 14 (28.57%) Logistic Regression
5 14 (28.57%) Mathematics
6 11 (22.45%) Complexity Analysis
7 10 (20.41%) Data Visualisation
8 9 (18.37%) Predictive Analytics
9 8 (16.33%) Business Intelligence
9 8 (16.33%) Data Analytics
9 8 (16.33%) Predictive Modelling
10 6 (12.24%) Actionable Insight
10 6 (12.24%) Data Analysis
10 6 (12.24%) Statistical Modelling
11 5 (10.20%) Market Research
11 5 (10.20%) Regression Analysis
12 4 (8.16%) Web Analytics
Programming Languages
1 37 (75.51%) SQL
2 26 (53.06%) Python
3 21 (42.86%) R
4 10 (20.41%) MATLAB
4 10 (20.41%) Scala
5 4 (8.16%) Java
6 2 (4.08%) C#
6 2 (4.08%) C++
6 2 (4.08%) VB
Qualifications
1 19 (38.78%) Degree
2 11 (22.45%) Numerate Degree
3 8 (16.33%) PhD
4 1 (2.04%) Master's Degree
Vendors
1 7 (14.29%) Tableau
2 4 (8.16%) Facebook
2 4 (8.16%) Google
2 4 (8.16%) Twitter
3 3 (6.12%) Splunk
4 2 (4.08%) IBM
5 1 (2.04%) Microsoft
5 1 (2.04%) Teradata
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