The following table provides summary statistics for permanent job vacancies 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 27 June 2017 with a comparison to the same period in the previous 2 years.

Predictive Modelling
UK
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 738 756 859
Rank change year-on-year +18 +103  
Permanent jobs citing Predictive Modelling 152 176 123
As % of all permanent IT jobs advertised in the UK 0.17% 0.18% 0.11%
As % of the Processes & Methodologies category 0.19% 0.20% 0.13%
Number of salaries quoted 134 157 99
Median salary £50,000 £52,500 £55,000
Median salary % change year-on-year -4.76% -4.54%  
90% offered a salary of more than £35,000 £34,000 £26,738
10% offered a salary of more than £95,000 £80,000 £75,000
UK excluding London median salary £41,000 £45,000 £38,750
% change year-on-year -8.88% +16.12%  

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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 79998 87554 96376
As % of all permanent IT job vacancies advertised in the UK 89.73% 88.92% 88.08%
Number of salaries quoted 64425 73206 78779
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%  

Predictive Modelling
Job Vacancy Trend

The job posting trend of jobs advertised 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 UK

Predictive Modelling
Salary Trend

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

Salary trend for Predictive Modelling in the UK

Predictive Modelling
Salary Histogram

The salary distribution of IT jobs citing Predictive Modelling over the 3 months to 27 June 2017.

Salary histogram for Predictive Modelling in the UK

Predictive Modelling
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Modelling within the UK over the 3 months to 27 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 +14 143 £51,250 -4.65% 16
London -9 86 £67,000 +11.66% 11
South East +53 21 £46,250 -11.90%
City of London +34 12 £39,750 -11.66%
North West -32 9 £52,500 +31.25% 1
Manchester -27 8 £55,000 +37.50%
Hampshire - 8 £36,000 -
West Yorkshire +10 7 £41,750 +31.49% 1
Leeds +7 7 £41,750 +31.49% 1
West Midlands -1 7 £35,000 -30.00%
Yorkshire -2 7 £41,750 +31.49% 1
East Midlands - 7 £45,000 -
Staffordshire - 6 £35,000 -
Burton-upon-Trent - 6 £35,000 -
Surrey +39 5 £55,000 -
Scotland +9 5 £38,750 +19.23% 3
East of England -7 5 £41,000 -37.40% 1
Leicestershire - 5 £45,000 -
Leicester - 5 £45,000 -
Berkshire +24 4 £37,500 -28.57%
Fareham - 4 £27,500 -
Reigate - 4 £60,000 -
Oxfordshire +12 3 £50,000 -31.27%
Bedfordshire - 3 £41,000 -
Edinburgh -3 2 £38,750 +19.23% 1
Glasgow - 2 - - 2
County Antrim - 2 £35,000 -
Northern Ireland - 2 £35,000 -
Nottinghamshire - 2 £33,750 -
Belfast - 2 £35,000 -

For the 6 months to 27 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 with a requirement for Predictive Modelling.

1 173 (58.05%) Analytics
2 171 (57.38%) SQL
3 167 (56.04%) Python
4 161 (54.03%) Analytical Skills
5 153 (51.34%) R
6 131 (43.96%) Machine Learning
7 115 (38.59%) Statistics
8 107 (35.91%) Hadoop
9 106 (35.57%) Big Data
10 104 (34.90%) Mathematics
10 104 (34.90%) SAS
11 89 (29.87%) Degree
12 85 (28.52%) Visualisation
13 81 (27.18%) Data Mining
14 79 (26.51%) Algorithms
15 75 (25.17%) Marketing
16 70 (23.49%) Computer Science
17 69 (23.15%) Finance
18 65 (21.81%) PhD
19 63 (21.14%) Data Visualisation
20 62 (20.81%) Apache Spark
21 61 (20.47%) Actionable Insight
22 53 (17.79%) Tableau
23 51 (17.11%) Statistical Modelling
23 51 (17.11%) Data Analysis
24 48 (16.11%) Microsoft Excel
25 44 (14.77%) Business Intelligence
26 42 (14.09%) Statistical Analysis
27 39 (13.09%) Data Modelling
28 38 (12.75%) Java

Predictive Modelling
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
1 104 (34.90%) SAS
2 62 (20.81%) Apache Spark
3 7 (2.35%) Apache Pig
4 6 (2.01%) Tornado
5 2 (0.67%) Apache
5 2 (0.67%) SharePoint
6 1 (0.34%) Elasticsearch
6 1 (0.34%) IPython
6 1 (0.34%) Jupyter
Applications
1 48 (16.11%) Microsoft Excel
2 36 (12.08%) SPSS
3 14 (4.70%) Microsoft PowerPoint
4 13 (4.36%) Microsoft Office
5 8 (2.68%) SPSS Modeler
6 6 (2.01%) EViews
6 6 (2.01%) Photoshop
7 2 (0.67%) Stata
8 1 (0.34%) Spreadsheet
Business Applications
1 4 (1.34%) Dynamics CRM
2 3 (1.01%) Adobe Campaign
3 2 (0.67%) FastStats
4 1 (0.34%) Eloqua
4 1 (0.34%) SAP InfiniteInsight
Cloud Services
1 14 (4.70%) Amazon AWS
2 3 (1.01%) Adobe Analytics
2 3 (1.01%) Cortana Intelligence Suite
2 3 (1.01%) Google Analytics
2 3 (1.01%) Microsoft Azure
3 2 (0.67%) Google Cloud Platform
3 2 (0.67%) SaaS
4 1 (0.34%) Amazon EMR
4 1 (0.34%) Cloud Computing
4 1 (0.34%) Office 365
4 1 (0.34%) OpenShift
4 1 (0.34%) PaaS
4 1 (0.34%) SurveyMonkey
Communications & Networking
1 1 (0.34%) Internet
1 1 (0.34%) Symposium
Database & Business Intelligence
1 107 (35.91%) Hadoop
2 106 (35.57%) Big Data
3 81 (27.18%) Data Mining
4 35 (11.74%) Apache Hive
5 29 (9.73%) Relational Database
6 28 (9.40%) NoSQL
7 22 (7.38%) MongoDB
8 20 (6.71%) SQL Server
9 18 (6.04%) Data Warehouse
10 15 (5.03%) QlikView
11 14 (4.70%) BusinessObjects
11 14 (4.70%) MySQL
12 13 (4.36%) Apache Cassandra
12 13 (4.36%) Text Mining
13 12 (4.03%) Amazon Redshift
14 11 (3.69%) Spotfire
15 6 (2.01%) CouchDB
15 6 (2.01%) HBase
15 6 (2.01%) KNIME
16 5 (1.68%) SQL Server Reporting Services
Development Applications
1 16 (5.37%) RStudio
2 11 (3.69%) SQL Server Management Studio (SSMS)
2 11 (3.69%) Subversion
3 7 (2.35%) Git (software)
4 6 (2.01%) Visual Studio
5 2 (0.67%) Talend Open Studio
6 1 (0.34%) Bower
6 1 (0.34%) Grunt
6 1 (0.34%) gulp
6 1 (0.34%) Karma Test Runner
6 1 (0.34%) Mocha
6 1 (0.34%) Protractor
6 1 (0.34%) Selenium
General
1 75 (25.17%) Marketing
2 69 (23.15%) Finance
3 33 (11.07%) Retail
4 24 (8.05%) Banking
5 22 (7.38%) Games
6 14 (4.70%) Telecoms
7 9 (3.02%) Pharmaceutical
8 8 (2.68%) Advertising
9 6 (2.01%) Billing
10 4 (1.34%) Automotive
10 4 (1.34%) Retail Banking
11 3 (1.01%) Electronics
12 2 (0.67%) Back Office
12 2 (0.67%) Legal
12 2 (0.67%) Publishing
13 1 (0.34%) German Language
13 1 (0.34%) Law
13 1 (0.34%) Wholesale Banking
Job Titles
1 136 (45.64%) Data Scientist
2 89 (29.87%) Analyst
3 36 (12.08%) Senior Data Scientist
4 22 (7.38%) Developer
5 21 (7.05%) Senior Analyst
6 20 (6.71%) Data Analyst
7 16 (5.37%) Insight Analyst
8 15 (5.03%) Machine Learning Scientist
9 14 (4.70%) SQL Analyst
10 13 (4.36%) CRM Analyst
11 11 (3.69%) Data Engineer
11 11 (3.69%) Data Manager
12 9 (3.02%) Analytics Manager
12 9 (3.02%) Data Modeller
12 9 (3.02%) Report Analyst
13 8 (2.68%) Consultant
14 7 (2.35%) Analytics Consultant
14 7 (2.35%) Big Data Engineer
14 7 (2.35%) SAS Analyst
15 6 (2.01%) Full Stack Developer
Libraries, Frameworks & Software Standards
1 27 (9.06%) Natural Language Processing
2 23 (7.72%) CSS
3 21 (7.05%) HTML
4 13 (4.36%) scikit-learn
5 12 (4.03%) D3.js
5 12 (4.03%) Pandas
6 10 (3.36%) Ajax
6 10 (3.36%) NumPy
7 8 (2.68%) .NET
8 7 (2.35%) AngularJS
9 6 (2.01%) .NET Framework
9 6 (2.01%) ASP.NET
9 6 (2.01%) ASP.NET MVC
9 6 (2.01%) CSS3
9 6 (2.01%) DOM
9 6 (2.01%) Entity Framework
9 6 (2.01%) Flask
9 6 (2.01%) HTML5
9 6 (2.01%) TensorFlow
9 6 (2.01%) Twitter Bootstrap
Miscellaneous
1 161 (54.03%) Analytical Skills
2 79 (26.51%) Algorithms
3 70 (23.49%) Computer Science
4 15 (5.03%) Social Network
5 13 (4.36%) User Experience
6 10 (3.36%) Management Information System
7 8 (2.68%) Fintech
8 7 (2.35%) Greenfield Project
9 6 (2.01%) Life Science
10 5 (1.68%) Credit Risk
10 5 (1.68%) Data Structures
11 3 (1.01%) FMCG
11 3 (1.01%) Social Media
12 2 (0.67%) Mobile Games
12 2 (0.67%) Smartphone
13 1 (0.34%) Biotechnology
13 1 (0.34%) Clustering
13 1 (0.34%) Data Protection Act
13 1 (0.34%) Photography
13 1 (0.34%) STB
Operating Systems
1 2 (0.67%) Linux
1 2 (0.67%) Unix
2 1 (0.34%) Ubuntu
Processes & Methodologies
1 173 (58.05%) Analytics
2 131 (43.96%) Machine Learning
3 115 (38.59%) Statistics
4 104 (34.90%) Mathematics
5 85 (28.52%) Visualisation
6 63 (21.14%) Data Visualisation
7 61 (20.47%) Actionable Insight
8 51 (17.11%) Data Analysis
8 51 (17.11%) Statistical Modelling
9 44 (14.77%) Business Intelligence
10 42 (14.09%) Statistical Analysis
11 39 (13.09%) Data Modelling
12 38 (12.75%) Data Analytics
13 34 (11.41%) Predictive Analytics
14 32 (10.74%) Customer Segmentation
15 30 (10.07%) Agile Software Development
16 28 (9.40%) Stakeholder Management
17 27 (9.06%) Customer Insight
18 26 (8.72%) Deep Learning
18 26 (8.72%) Software Engineering
Programming Languages
1 171 (57.38%) SQL
2 167 (56.04%) Python
3 153 (51.34%) R
4 38 (12.75%) Java
5 29 (9.73%) JavaScript
6 28 (9.40%) C++
7 27 (9.06%) MATLAB
7 27 (9.06%) Scala
8 14 (4.70%) C#
9 13 (4.36%) VBA
10 12 (4.03%) C
10 12 (4.03%) T-SQL
11 9 (3.02%) VB
12 3 (1.01%) Shell Script
13 1 (0.34%) ES6
13 1 (0.34%) Ruby
13 1 (0.34%) TypeScript
Qualifications
1 89 (29.87%) Degree
2 65 (21.81%) PhD
3 26 (8.72%) Computer Science Degree
4 21 (7.05%) Master's Degree
5 16 (5.37%) Numerate Degree
6 5 (1.68%) Postgraduate
7 1 (0.34%) DV Cleared
7 1 (0.34%) MBA
7 1 (0.34%) SC Cleared
7 1 (0.34%) Security Cleared
Quality Assurance & Compliance
1 15 (5.03%) Data Quality
2 4 (1.34%) IFRS
2 4 (1.34%) IFRS 9
3 3 (1.01%) QA
4 2 (0.67%) Actionable Recommendations
System Software
1 10 (3.36%) HDFS
2 2 (0.67%) Docker
Systems Management
1 3 (1.01%) Oozie
Vendors
1 53 (17.79%) Tableau
2 32 (10.74%) Microsoft
3 16 (5.37%) Oracle
4 14 (4.70%) Cloudera
5 12 (4.03%) Adobe
6 11 (3.69%) IBM
7 10 (3.36%) Hortonworks
7 10 (3.36%) MapR
8 7 (2.35%) Alteryx
8 7 (2.35%) Google
9 6 (2.01%) Netezza
10 4 (1.34%) Greenplum
10 4 (1.34%) MicroStrategy
11 2 (0.67%) Ab Initio
11 2 (0.67%) Cognos
11 2 (0.67%) Salesforce.com
11 2 (0.67%) Talend
12 1 (0.34%) comScore
12 1 (0.34%) Facebook
12 1 (0.34%) Marketo
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