The following table provides summary statistics for permanent job vacancies advertised in the South East with a requirement for Predictive Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Modelling over the 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

Predictive Modelling
England / South East
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 373 428 458
Rank change year-on-year +55 +30  
Permanent jobs citing Predictive Modelling 21 11 11
As % of all permanent IT jobs advertised in the South East 0.14% 0.060% 0.052%
As % of the Processes & Methodologies category 0.17% 0.069% 0.060%
Number of salaries quoted 16 10 11
Median salary £46,250 £52,500 £40,000
Median salary % change year-on-year -11.90% +31.25%  
90% offered a salary of more than £30,750 £36,000 £36,500
10% offered a salary of more than £66,250 £80,000 £55,000
UK excluding London median salary £41,000 £42,500 £38,750
% change year-on-year -3.52% +9.67%  

Predictive Modelling 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 the South East with a requirement for process and methodology skills.

Process & Methodology Skills
South East
Permanent job vacancies with a requirement for process and methodology skills 12681 15961 18194
As % of all permanent IT job vacancies advertised in the South East 86.86% 86.66% 86.38%
Number of salaries quoted 10477 13423 14593
Median salary £47,500 £47,000 £45,000
Median salary % change year-on-year +1.06% +4.44%  
90% offered a salary of more than £30,500 £31,000 £30,000
10% offered a salary of more than £67,500 £65,000 £68,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Predictive Modelling
Job Vacancy Trend in the South East

The job posting trend of jobs advertised in the South East citing Predictive Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Predictive Modelling in the South East

Predictive Modelling
Salary Trend in the South East

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Predictive Modelling in the South East.

Salary trend for Predictive Modelling in the South East

Predictive Modelling
Salary Histogram in the South East

The salary distribution of IT jobs citing Predictive Modelling in the South East over the 3 months to 28 June 2017.

Salary histogram for Predictive Modelling in the South East

Predictive Modelling
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Modelling within the South East region over the 3 months to 28 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
Hampshire - 8 £36,000 -
Surrey +33 5 £55,000 -
Berkshire +31 4 £37,500 -28.57%
Oxfordshire +13 3 £50,000 -37.50%
Kent - 1 - -
Predictive Modelling
England

For the 6 months to 28 June 2017, IT jobs citing Predictive Modelling 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 South East region with a requirement for Predictive Modelling.

1 24 (66.67%) Python
1 24 (66.67%) Statistics
1 24 (66.67%) Machine Learning
2 21 (58.33%) Big Data
2 21 (58.33%) R
3 19 (52.78%) SQL
4 18 (50.00%) Analytics
4 18 (50.00%) Visualisation
5 17 (47.22%) Hadoop
6 16 (44.44%) Data Visualisation
7 15 (41.67%) Mathematics
8 12 (33.33%) Algorithms
9 11 (30.56%) PhD
9 11 (30.56%) Data Mining
10 10 (27.78%) Statistical Analysis
11 9 (25.00%) Actionable Insight
12 8 (22.22%) Apache Spark
12 8 (22.22%) Deep Learning
12 8 (22.22%) MapReduce
12 8 (22.22%) Tableau
12 8 (22.22%) NoSQL
12 8 (22.22%) Data Analysis
12 8 (22.22%) Degree
13 7 (19.44%) Computer Science
13 7 (19.44%) Data Management
13 7 (19.44%) Signal Processing
13 7 (19.44%) Relational Database
13 7 (19.44%) Analytical Skills
14 6 (16.67%) KNIME
14 6 (16.67%) Statistical Modelling

Predictive Modelling
Co-occurring IT Skills in the South East 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 8 (22.22%) Apache Spark
2 3 (8.33%) Apache Pig
3 1 (2.78%) SAS
Applications
1 4 (11.11%) Microsoft Excel
2 1 (2.78%) Microsoft Office
2 1 (2.78%) Microsoft PowerPoint
2 1 (2.78%) SPSS
Cloud Services
1 1 (2.78%) Microsoft Azure
Database & Business Intelligence
1 21 (58.33%) Big Data
2 17 (47.22%) Hadoop
3 11 (30.56%) Data Mining
4 8 (22.22%) NoSQL
5 7 (19.44%) Relational Database
6 6 (16.67%) KNIME
6 6 (16.67%) Spotfire
7 4 (11.11%) Apache Hive
8 3 (8.33%) Impala
9 2 (5.56%) MongoDB
9 2 (5.56%) Power BI
9 2 (5.56%) SQL Server Reporting Services
9 2 (5.56%) SQLite
10 1 (2.78%) BusinessObjects
10 1 (2.78%) QlikView
10 1 (2.78%) SQL Server
10 1 (2.78%) Text Mining
Development Applications
1 1 (2.78%) RStudio
General
1 6 (16.67%) Pharmaceutical
2 4 (11.11%) Finance
2 4 (11.11%) Marketing
3 3 (8.33%) Electronics
4 2 (5.56%) Advertising
4 2 (5.56%) Games
5 1 (2.78%) Retail
Job Titles
1 19 (52.78%) Data Scientist
2 10 (27.78%) Analyst
3 4 (11.11%) Data Analyst
4 3 (8.33%) Big Data Engineer
4 3 (8.33%) Data Engineer
5 2 (5.56%) Business Intelligence Analyst
5 2 (5.56%) Pricing Analyst
5 2 (5.56%) Senior Data Scientist
5 2 (5.56%) SQL Analyst
6 1 (2.78%) Big Data Analyst
6 1 (2.78%) Business Intelligence Business Analyst
6 1 (2.78%) Business Intelligence Manager
6 1 (2.78%) Business Manager
6 1 (2.78%) Commercial Analyst
6 1 (2.78%) Data Modeller
6 1 (2.78%) Insight Analyst
6 1 (2.78%) Machine Learning Specialist
6 1 (2.78%) Senior Pricing Analyst
6 1 (2.78%) SQL Data Analyst
6 1 (2.78%) SSRS Analyst
Libraries, Frameworks & Software Standards
1 6 (16.67%) Natural Language Processing
2 5 (13.89%) CSS
3 4 (11.11%) Ajax
3 4 (11.11%) Django
4 2 (5.56%) D3.js
4 2 (5.56%) NumPy
4 2 (5.56%) Pandas
4 2 (5.56%) SciPy
Miscellaneous
1 12 (33.33%) Algorithms
2 7 (19.44%) Analytical Skills
2 7 (19.44%) Computer Science
3 6 (16.67%) Life Science
4 2 (5.56%) Smartphone
5 1 (2.78%) Data Structures
5 1 (2.78%) Machine to Machine
5 1 (2.78%) User Experience
Processes & Methodologies
1 24 (66.67%) Machine Learning
1 24 (66.67%) Statistics
2 18 (50.00%) Analytics
2 18 (50.00%) Visualisation
3 16 (44.44%) Data Visualisation
4 15 (41.67%) Mathematics
5 10 (27.78%) Statistical Analysis
6 9 (25.00%) Actionable Insight
7 8 (22.22%) Data Analysis
7 8 (22.22%) Deep Learning
7 8 (22.22%) MapReduce
8 7 (19.44%) Data Management
8 7 (19.44%) Signal Processing
9 6 (16.67%) Biology
9 6 (16.67%) Chemistry
9 6 (16.67%) Statistical Modelling
10 5 (13.89%) Agile Software Development
10 5 (13.89%) Business Intelligence
11 4 (11.11%) Data Modelling
11 4 (11.11%) TDD
Programming Languages
1 24 (66.67%) Python
2 21 (58.33%) R
3 19 (52.78%) SQL
4 6 (16.67%) JavaScript
5 1 (2.78%) C#
5 1 (2.78%) C++
5 1 (2.78%) Java
5 1 (2.78%) T-SQL
Qualifications
1 11 (30.56%) PhD
2 8 (22.22%) Degree
3 2 (5.56%) Master's Degree
Quality Assurance & Compliance
1 3 (8.33%) Data Quality
Systems Management
1 3 (8.33%) Oozie
Vendors
1 8 (22.22%) Tableau
2 3 (8.33%) Microsoft