Period
to 20 May 2018

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Propensity Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Propensity Modelling over the 6 months to 20 May 2018 with a comparison to the same period in the previous 2 years.

Propensity Modelling
UK > England
6 months to
20 May 2018
Same period 2017 Same period 2016
Rank 1087 1102 1204
Rank change year-on-year +15 +102 -15
Permanent jobs citing Propensity Modelling 54 49 44
As % of all permanent IT jobs advertised in England 0.034% 0.030% 0.023%
As % of the Processes & Methodologies category 0.037% 0.034% 0.026%
Number of salaries quoted 36 37 33
England median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +5.88%
10th Percentile £32,500 £26,500 £29,000
90th Percentile £76,250 £56,000 £67,000
UK median annual salary £45,000 £42,500 £45,000
% change year-on-year +5.88% -5.56% +5.88%

Propensity Modelling 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 146,172 145,440 170,175
As % of all permanent IT jobs advertised in England 90.83% 90.50% 90.03%
Number of salaries quoted 118,504 120,201 143,133
England median annual salary £50,000 £50,000 £48,000
Median salary % change year-on-year - +4.17% +1.05%
10th Percentile £30,000 £28,250 £27,500
90th Percentile £82,500 £80,000 £77,500
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +3.26%

Propensity Modelling
Job Vacancy Trend in England

Job postings citing Propensity Modelling as a percentage of all IT jobs advertised in England.

Job vacancy trend for Propensity Modelling in England

Propensity Modelling
Salary Trend in England

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

Salary trend for Propensity Modelling in England

Propensity Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Propensity Modelling in England over the 6 months to 20 May 2018.

Salary histogram for Propensity Modelling in England

Propensity Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Propensity Modelling within the England region over the 6 months to 20 May 2018. 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 +6 34 £62,500 +19.05% 2
West Midlands +22 10 £35,000 -
Midlands +11 10 £35,000 -
South East -16 6 £45,000 +50.00%
Yorkshire +22 2 £47,500 +15.85% 1
North of England -5 2 £47,500 +15.85% 1
South West -8 2 £45,000 +4.65%
Propensity Modelling
UK

For the 6 months to 20 May 2018, IT jobs citing Propensity Modelling 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 England region with a requirement for Propensity Modelling.

1 44 (81.48%) SQL
2 37 (68.52%) Analytical Skills
3 36 (66.67%) Mathematics
4 34 (62.96%) Degree
5 33 (61.11%) R
6 30 (55.56%) Analytics
7 28 (51.85%) Python
8 26 (48.15%) Data Science
9 25 (46.30%) Marketing
10 23 (42.59%) Statistics
11 21 (38.89%) Machine Learning
12 20 (37.04%) Numerate Degree
13 19 (35.19%) Predictive Modelling
13 19 (35.19%) SAS
14 17 (31.48%) Business Intelligence
14 17 (31.48%) Scala
15 16 (29.63%) Java
16 15 (27.78%) MATLAB
16 15 (27.78%) Computer Science
17 13 (24.07%) Apache Spark
17 13 (24.07%) Predictive Analytics
17 13 (24.07%) Finance
17 13 (24.07%) Data Mining
18 12 (22.22%) Statistical Analysis
18 12 (22.22%) Algorithms
18 12 (22.22%) HiveQL
18 12 (22.22%) HDFS
18 12 (22.22%) WorldPay
18 12 (22.22%) Fintech
18 12 (22.22%) Hadoop

Propensity Modelling
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 19 (35.19%) SAS
2 13 (24.07%) Apache Spark
3 1 (1.85%) Elasticsearch
Applications
1 9 (16.67%) SPSS
2 5 (9.26%) Microsoft Excel
3 2 (3.70%) Microsoft PowerPoint
4 1 (1.85%) Microsoft Office
4 1 (1.85%) SPSS Modeler
Cloud Services
1 8 (14.81%) Google Analytics
2 3 (5.56%) Adobe Analytics
Database & Business Intelligence
1 13 (24.07%) Data Mining
2 12 (22.22%) Apache Hive
2 12 (22.22%) Hadoop
3 10 (18.52%) Data Warehouse
4 9 (16.67%) Power BI
5 4 (7.41%) SQL Server
6 3 (5.56%) Big Data
6 3 (5.56%) QlikView
7 2 (3.70%) SQL Server Analysis Services
7 2 (3.70%) SQL Server Integration Services
7 2 (3.70%) SQL Server Reporting Services
8 1 (1.85%) MS Access
8 1 (1.85%) NoSQL
8 1 (1.85%) PostgreSQL
8 1 (1.85%) Relational Database
Development Applications
1 1 (1.85%) Git (software)
1 1 (1.85%) Jenkins
1 1 (1.85%) RStudio
General
1 25 (46.30%) Marketing
2 13 (24.07%) Finance
3 5 (9.26%) Automotive
4 4 (7.41%) Retail
5 1 (1.85%) Games
5 1 (1.85%) Publishing
Job Titles
1 32 (59.26%) Analyst
2 19 (35.19%) Insight Analyst
3 16 (29.63%) Data Scientist
4 15 (27.78%) Senior Analyst
5 14 (25.93%) Senior Data Scientist
6 11 (20.37%) Data Analyst
7 9 (16.67%) Data Insight Analyst
7 9 (16.67%) Insight Data Analyst
8 8 (14.81%) Senior Data Analyst
9 6 (11.11%) Senior Insight Analyst
10 3 (5.56%) Business Intelligence Manager
10 3 (5.56%) SQL Analyst
10 3 (5.56%) Statistical Analyst
11 2 (3.70%) Business Manager
11 2 (3.70%) Customer Analyst
12 1 (1.85%) Developer
12 1 (1.85%) PHP Developer
12 1 (1.85%) Report Analyst
12 1 (1.85%) Senior Business Manager
12 1 (1.85%) Senior Manager
Libraries, Frameworks & Software Standards
1 1 (1.85%) Symfony
1 1 (1.85%) Vue (Vue.js)
Miscellaneous
1 37 (68.52%) Analytical Skills
2 15 (27.78%) Computer Science
3 12 (22.22%) Algorithms
3 12 (22.22%) Fintech
4 3 (5.56%) Credit Risk
4 3 (5.56%) User Experience
5 2 (3.70%) Greenfield Project
6 1 (1.85%) Digital Media
6 1 (1.85%) Online Games
6 1 (1.85%) Robotics
6 1 (1.85%) Social Media
Processes & Methodologies
1 36 (66.67%) Mathematics
2 30 (55.56%) Analytics
3 26 (48.15%) Data Science
4 23 (42.59%) Statistics
5 21 (38.89%) Machine Learning
6 19 (35.19%) Predictive Modelling
7 17 (31.48%) Business Intelligence
8 13 (24.07%) Predictive Analytics
9 12 (22.22%) Decision-Making
9 12 (22.22%) Statistical Analysis
10 11 (20.37%) Logistic Regression
11 10 (18.52%) CRM
12 9 (16.67%) Statistical Modelling
13 8 (14.81%) Marketing Strategy
14 7 (12.96%) Bayesian Methods
15 6 (11.11%) Campaign Analysis
15 6 (11.11%) Data Visualisation
15 6 (11.11%) Decision Tree
15 6 (11.11%) Digital Marketing
15 6 (11.11%) Visualisation
Programming Languages
1 44 (81.48%) SQL
2 33 (61.11%) R
3 28 (51.85%) Python
4 17 (31.48%) Scala
5 16 (29.63%) Java
6 15 (27.78%) MATLAB
7 12 (22.22%) HiveQL
8 3 (5.56%) PHP
9 2 (3.70%) C#
9 2 (3.70%) C++
9 2 (3.70%) Perl
10 1 (1.85%) JavaScript
10 1 (1.85%) PL/SQL
Qualifications
1 34 (62.96%) Degree
2 20 (37.04%) Numerate Degree
System Software
1 12 (22.22%) HDFS
Systems Management
1 1 (1.85%) Puppet
Vendors
1 12 (22.22%) WorldPay
2 9 (16.67%) Google
3 8 (14.81%) Adobe
4 3 (5.56%) Microsoft
4 3 (5.56%) Salesforce.com
5 2 (3.70%) Tableau