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 24 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
24 Mar 2017
Same period 2016 Same period 2015
Predictive Modelling
England / South East
Rank 381 445 450
Rank change year-on-year +64 +5  
Permanent jobs citing Predictive Modelling 15 11 6
As % of all permanent IT jobs advertised in the South East 0.10% 0.057% 0.029%
As % of the Processes & Methodologies category 0.12% 0.066% 0.034%
Number of salaries quoted 12 11 4
Median salary £55,750 £50,000 £42,500
Median salary % change year-on-year +11.50% +17.64%  
UK excluding London median salary £45,000 £60,000 £41,250
% change year-on-year -25.00% +45.45%  

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 12849 16735 17507
As % of all permanent IT job vacancies advertised in the South East 86.02% 87.11% 85.75%
Number of salaries quoted 10537 14128 13955
Median salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.55%  
90% offered a salary of more than £31,000 £30,000 £30,000
10% offered a salary of more than £67,500 £67,500 £69,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 24 March 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 24 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
Berkshire - 6 £65,000 - 1
Kent +25 3 £45,000 - 1
Surrey - 3 £40,000 -
Hampshire +27 2 £36,250 +11.53%
West Sussex - 1 £32,000 - 1
Predictive Modelling
England

Predictive Modelling
Top 30 Related IT Skills in the South East

For the 6 months to 24 March 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 22 (64.71%) R
2 21 (61.76%) Big Data
3 19 (55.88%) Analytics
4 17 (50.00%) SQL
4 17 (50.00%) Mathematics
5 16 (47.06%) Hadoop
6 15 (44.12%) Statistics
7 14 (41.18%) Python
8 13 (38.24%) Degree
8 13 (38.24%) Visualisation
8 13 (38.24%) Data Visualisation
9 12 (35.29%) NoSQL
10 11 (32.35%) Machine Learning
10 11 (32.35%) Relational Database
10 11 (32.35%) Analytical Skills
11 10 (29.41%) Spotfire
11 10 (29.41%) Data Management
11 10 (29.41%) Pharmaceutical
12 9 (26.47%) Data Mining
12 9 (26.47%) Marketing
13 8 (23.53%) Deep Learning
13 8 (23.53%) Actionable Insight
13 8 (23.53%) Tableau
14 7 (20.59%) MapReduce
14 7 (20.59%) Statistical Modelling
14 7 (20.59%) Apache Spark
14 7 (20.59%) Java
15 6 (17.65%) Oracle
15 6 (17.65%) PL/SQL
15 6 (17.65%) Business Intelligence

Predictive Modelling
Top Related 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 7 (20.59%) Apache Spark
2 3 (8.82%) Apache Pig
Applications
1 3 (8.82%) MS Office
2 2 (5.88%) MS Excel
3 1 (2.94%) MS PowerPoint
3 1 (2.94%) SPSS
Business Applications
1 3 (8.82%) Data Workbench
Cloud Services
1 1 (2.94%) Adobe Analytics
Database & Business Intelligence
1 21 (61.76%) Big Data
2 16 (47.06%) Hadoop
3 12 (35.29%) NoSQL
4 11 (32.35%) Relational Database
5 10 (29.41%) Spotfire
6 9 (26.47%) Data Mining
7 6 (17.65%) Apache Cassandra
7 6 (17.65%) KNIME
7 6 (17.65%) MongoDB
8 3 (8.82%) Apache Hive
8 3 (8.82%) Impala
8 3 (8.82%) RDBMS
9 2 (5.88%) Power BI
9 2 (5.88%) QlikView
10 1 (2.94%) BusinessObjects
10 1 (2.94%) SQL Server
10 1 (2.94%) SQL Server Reporting Services
General
1 10 (29.41%) Pharmaceutical
2 9 (26.47%) Marketing
3 3 (8.82%) Electronics
3 3 (8.82%) Finance
4 1 (2.94%) Banking
4 1 (2.94%) Retail
Job Titles
1 15 (44.12%) Data Scientist
2 9 (26.47%) Analyst
3 4 (11.76%) Customer Insight Manager
3 4 (11.76%) Insight Manager
4 3 (8.82%) Analytics Manager
4 3 (8.82%) Big Data Engineer
4 3 (8.82%) Data Analyst
4 3 (8.82%) Data Engineer
4 3 (8.82%) Software Analyst
5 2 (5.88%) Business Intelligence Analyst
5 2 (5.88%) Senior Analyst
5 2 (5.88%) Senior Analytics Manager
5 2 (5.88%) Senior Manager
6 1 (2.94%) Business Intelligence Business Analyst
6 1 (2.94%) Business Intelligence Manager
6 1 (2.94%) Customer Analytics Manager
6 1 (2.94%) Insight Analyst
6 1 (2.94%) Machine Learning Developer
6 1 (2.94%) Pricing Analyst
6 1 (2.94%) SQL Analyst
Libraries, Frameworks & Software Standards
1 6 (17.65%) Natural Language Processing
2 4 (11.76%) Torch
3 1 (2.94%) Ajax
3 1 (2.94%) CSS
3 1 (2.94%) D3.js
3 1 (2.94%) Django
3 1 (2.94%) Keras
3 1 (2.94%) Pandas
3 1 (2.94%) scikit-learn
3 1 (2.94%) Theano
3 1 (2.94%) XGBoost
Miscellaneous
1 11 (32.35%) Analytical Skills
2 6 (17.65%) Life Science
3 4 (11.76%) Computer Science
4 3 (8.82%) Data Structures
4 3 (8.82%) Smartphone
5 2 (5.88%) Algorithms
6 1 (2.94%) Credit Risk
Processes & Methodologies
1 19 (55.88%) Analytics
2 17 (50.00%) Mathematics
3 15 (44.12%) Statistics
4 13 (38.24%) Data Visualisation
4 13 (38.24%) Visualisation
5 11 (32.35%) Machine Learning
6 10 (29.41%) Data Management
7 8 (23.53%) Actionable Insight
7 8 (23.53%) Deep Learning
8 7 (20.59%) MapReduce
8 7 (20.59%) Statistical Modelling
9 6 (17.65%) Biology
9 6 (17.65%) Business Intelligence
9 6 (17.65%) Chemistry
9 6 (17.65%) Data Analysis
9 6 (17.65%) Signal Processing
9 6 (17.65%) Statistical Analysis
10 5 (14.71%) Cluster Analysis
10 5 (14.71%) Marketing Strategy
10 5 (14.71%) Regression Analysis
Programming Languages
1 22 (64.71%) R
2 17 (50.00%) SQL
3 14 (41.18%) Python
4 7 (20.59%) Java
5 6 (17.65%) PL/SQL
6 4 (11.76%) C
7 3 (8.82%) C++
7 3 (8.82%) Julia
8 1 (2.94%) JavaScript
Qualifications
1 13 (38.24%) Degree
2 5 (14.71%) PhD
Quality Assurance & Compliance
1 3 (8.82%) Data Quality
Systems Management
1 3 (8.82%) Oozie
Vendors
1 8 (23.53%) Tableau
2 6 (17.65%) Oracle
3 4 (11.76%) Adobe
4 3 (8.82%) MapR
4 3 (8.82%) Marketo
4 3 (8.82%) TIBCO
5 2 (5.88%) Microsoft
6 1 (2.94%) Salesforce.com
6 1 (2.94%) TOWER Software
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Salary: + bens
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