The table below looks at the statistics for Predictive Modelling skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Predictive Modelling over the 3 months to 20 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Jan 2017
Same period 2016 Same period 2015
Predictive Modelling
UK
Rank 743 789 824
Rank change year-on-year
+46 +35
Permanent jobs citing Predictive Modelling 106 150 127
As % of all permanent IT jobs located in the UK 0.13% 0.15% 0.12%
As % of the Processes & Methodologies category 0.14% 0.17% 0.14%
Number of salaries quoted 83 122 107
Median salary £50,000 £60,000 £55,000
Median salary % change year-on-year
-16.66% +9.09%
90% offered a salary of more than £35,000 £33,000 £33,800
10% offered a salary of more than £67,500 £84,750 £68,000
UK excluding London median salary £45,000 £51,250 £47,000
% change year-on-year
-12.19% +9.04%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
74379 87644 90527
As % of all permanent IT jobs located in the UK 88.14% 87.68% 86.05%
Number of salaries quoted 61268 72885 74721
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £77,000 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Predictive Modelling
Jobs Demand Trend

The demand trend of job ads citing Predictive Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Predictive Modelling Jobs Demand Trend 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 within the UK.

Predictive Modelling Salary Trend in the UK

Predictive Modelling
Salary Histogram

This chart provides a salary histogram for IT jobs citing Predictive Modelling over the 3 months to 20 January 2017 within the UK.

Predictive Modelling Salary Histogram 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 20 January 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 +43 102 £50,000 -16.66% 18
London +24 52 £57,500 -11.53% 13
South East +82 17 £52,500 -12.50%
North West -10 12 £51,250 +20.58% 1
Yorkshire - 9 £35,000 - 2
Manchester -16 8 £46,250 -13.95% 1
Leicestershire - 8 £45,000 -
East Midlands - 8 £45,000 -
City of London +26 7 £45,000 -28.00% 2
Oxfordshire - 6 £58,500 -
Leicester - 6 £45,000 -
Berkshire +53 5 £45,000 -25.00%
Leeds - 5 £35,000 - 2
West Yorkshire - 5 £35,000 - 2
North Yorkshire - 4 £41,750 -
Kent - 4 £43,500 -
Cheshire +18 3 £52,500 +133.33%
Folkestone - 3 £45,000 -
South West +7 2 £60,000 +118.18%
Surrey - 2 - -
Staines - 2 - -
Skipton - 2 £41,000 -
Scotland +27 1 £35,000 -
East of England +20 1 £45,850 -0.97% 2
Warrington +9 1 £27,500 +22.22%
Liverpool -8 1 £55,000 +37.50%
Merseyside -8 1 £55,000 +37.50%
Norfolk -11 1 £45,850 -0.97% 1
Birmingham -15 1 £42,500 -10.52%
Norwich -17 1 £45,850 -0.97% 1

Predictive Modelling
Top 30 Related IT Skills

For the 6 months to 20 January 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.

1 158 (70.22%) SQL
2 135 (60.00%) R
3 133 (59.11%) Analytics
4 119 (52.89%) Analytical Skills
5 107 (47.56%) Python
6 95 (42.22%) SAS
7 94 (41.78%) Machine Learning
8 85 (37.78%) Statistics
8 85 (37.78%) Big Data
9 72 (32.00%) Marketing
10 62 (27.56%) Degree
10 62 (27.56%) SPSS
11 57 (25.33%) Mathematics
12 56 (24.89%) Hadoop
13 54 (24.00%) Data Mining
14 53 (23.56%) Finance
15 52 (23.11%) PhD
16 51 (22.67%) Algorithms
17 49 (21.78%) Apache Spark
17 49 (21.78%) Business Intelligence
17 49 (21.78%) Statistical Analysis
18 42 (18.67%) Agile Software Development
19 40 (17.78%) Computer Science
20 38 (16.89%) Visualisation
21 35 (15.56%) Customer Segmentation
21 35 (15.56%) Statistical Modelling
21 35 (15.56%) Data Analytics
22 34 (15.11%) Data Analysis
23 33 (14.67%) Java
24 31 (13.78%) Customer Insight

Predictive Modelling
Top Related 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 95 (42.22%) SAS
2 49 (21.78%) Apache Spark
3 14 (6.22%) Apache Pig
4 6 (2.67%) SharePoint
5 2 (0.89%) Apache
5 2 (0.89%) Elasticsearch
6 1 (0.44%) IPython
6 1 (0.44%) Jupyter
Applications
1 62 (27.56%) SPSS
2 15 (6.67%) MS Excel
3 11 (4.89%) MS PowerPoint
4 10 (4.44%) MS Office
5 5 (2.22%) EViews
6 4 (1.78%) Stata
7 2 (0.89%) CPLEX
7 2 (0.89%) MS Visio
Business Applications
1 4 (1.78%) Data Workbench
1 4 (1.78%) SAP Oil and Gas
2 2 (0.89%) Oracle Financials
3 1 (0.44%) Eloqua
3 1 (0.44%) FastStats
3 1 (0.44%) Kissmetrics
Cloud Services
1 12 (5.33%) Google Analytics
2 8 (3.56%) Amazon AWS
3 7 (3.11%) Microsoft Azure
4 5 (2.22%) SaaS
5 3 (1.33%) Adobe Analytics
5 3 (1.33%) Google Cloud Platform
6 2 (0.89%) Amazon EC2
6 2 (0.89%) Amazon Kinesis
6 2 (0.89%) Heroku
6 2 (0.89%) Office 365
7 1 (0.44%) AdWords
7 1 (0.44%) Amazon S3
7 1 (0.44%) Amazon SQS
7 1 (0.44%) AWS Elastic Beanstalk
7 1 (0.44%) GitHub
7 1 (0.44%) Google Tag Manager
Communications & Networking
1 3 (1.33%) SMS
2 2 (0.89%) Internet
Database & Business Intelligence
1 85 (37.78%) Big Data
2 56 (24.89%) Hadoop
3 54 (24.00%) Data Mining
4 22 (9.78%) Apache Hive
4 22 (9.78%) Relational Database
5 21 (9.33%) NoSQL
6 13 (5.78%) Apache Cassandra
6 13 (5.78%) QlikView
7 11 (4.89%) BusinessObjects
7 11 (4.89%) Data Warehouse
8 10 (4.44%) MySQL
9 9 (4.00%) Amazon Redshift
9 9 (4.00%) MongoDB
10 8 (3.56%) Spotfire
10 8 (3.56%) SQL Server
11 7 (3.11%) Power BI
12 6 (2.67%) SQL Server Reporting Services
13 4 (1.78%) RDBMS
13 4 (1.78%) SQL Server Integration Services
13 4 (1.78%) Sqoop
General
1 72 (32.00%) Marketing
2 53 (23.56%) Finance
3 14 (6.22%) Retail
4 13 (5.78%) Games
5 12 (5.33%) Telecoms
6 11 (4.89%) Advertising
7 10 (4.44%) Banking
8 8 (3.56%) Electronics
9 4 (1.78%) Automotive
9 4 (1.78%) French Language
9 4 (1.78%) Manufacturing
9 4 (1.78%) Pharmaceutical
9 4 (1.78%) Retail Banking
10 3 (1.33%) Legal
11 2 (0.89%) Investment Banking
11 2 (0.89%) Local Government
11 2 (0.89%) Publishing
12 1 (0.44%) Law
Job Titles
1 87 (38.67%) Analyst
2 82 (36.44%) Data Scientist
3 19 (8.44%) Data Analyst
4 15 (6.67%) Insight Analyst
4 15 (6.67%) Senior Data Scientist
5 14 (6.22%) SAS Analyst
6 13 (5.78%) Consultant
7 11 (4.89%) Data Consultant
7 11 (4.89%) Junior
7 11 (4.89%) Machine Learning Scientist
8 9 (4.00%) Analytics Manager
8 9 (4.00%) Data Engineer
8 9 (4.00%) Marketing Analyst
9 8 (3.56%) Analytics Consultant
9 8 (3.56%) Developer
9 8 (3.56%) Senior Analyst
10 7 (3.11%) Big Data Consultant
10 7 (3.11%) Business Intelligence Analyst
10 7 (3.11%) Business Intelligence Lead
10 7 (3.11%) Hadoop Consultant
Libraries, Frameworks & Software Standards
1 8 (3.56%) .NET
2 7 (3.11%) HTML
3 6 (2.67%) CSS
4 5 (2.22%) Natural Language Processing
5 4 (1.78%) Torch
6 2 (0.89%) AngularJS
6 2 (0.89%) D3.js
6 2 (0.89%) MLlib
6 2 (0.89%) scikit-learn
7 1 (0.44%) Backbone.js
7 1 (0.44%) HTML5
7 1 (0.44%) Keras
7 1 (0.44%) KnockoutJS
7 1 (0.44%) Node.js
7 1 (0.44%) Pandas
7 1 (0.44%) PyMC3
7 1 (0.44%) React
7 1 (0.44%) SparkR
7 1 (0.44%) Theano
7 1 (0.44%) XGBoost
Miscellaneous
1 119 (52.89%) Analytical Skills
2 85 (37.78%) Statistics
3 57 (25.33%) Mathematics
4 51 (22.67%) Algorithms
5 40 (17.78%) Computer Science
6 38 (16.89%) Visualisation
7 21 (9.33%) Economics
8 19 (8.44%) Physics
9 11 (4.89%) Data Extraction
9 11 (4.89%) Neural Network
10 10 (4.44%) Credit Risk
10 10 (4.44%) Data Structures
11 8 (3.56%) Artificial Intelligence
11 8 (3.56%) Social Media
12 6 (2.67%) Applied Mathematics
13 4 (1.78%) Digital Media
13 4 (1.78%) Fintech
13 4 (1.78%) User Experience
14 3 (1.33%) FMCG
15 2 (0.89%) Chemistry
Operating Systems
1 9 (4.00%) Unix
2 5 (2.22%) Linux
3 1 (0.44%) Windows
Processes & Methodologies
1 133 (59.11%) Analytics
2 94 (41.78%) Machine Learning
3 49 (21.78%) Business Intelligence
3 49 (21.78%) Statistical Analysis
4 42 (18.67%) Agile Software Development
5 35 (15.56%) Customer Segmentation
5 35 (15.56%) Data Analytics
5 35 (15.56%) Statistical Modelling
6 34 (15.11%) Data Analysis
7 31 (13.78%) Customer Insight
8 25 (11.11%) Actionable Insight
9 24 (10.67%) Operations Research
10 22 (9.78%) Data Visualisation
10 22 (9.78%) Time Series Analysis
11 20 (8.89%) Data Modelling
11 20 (8.89%) Digital Marketing
11 20 (8.89%) Predictive Analytics
12 15 (6.67%) Validation
13 14 (6.22%) Cluster Analysis
13 14 (6.22%) Linear Regression
Programming Languages
1 158 (70.22%) SQL
2 135 (60.00%) R
3 107 (47.56%) Python
4 33 (14.67%) Java
5 26 (11.56%) MATLAB
6 24 (10.67%) VBA
7 18 (8.00%) Scala
8 17 (7.56%) C++
9 15 (6.67%) C#
10 10 (4.44%) Shell Script
11 7 (3.11%) C
12 6 (2.67%) JavaScript
12 6 (2.67%) PL/SQL
12 6 (2.67%) Ruby
13 5 (2.22%) Clojure
14 3 (1.33%) Julia
14 3 (1.33%) T-SQL
15 2 (0.89%) Perl
16 1 (0.44%) PHP
16 1 (0.44%) VB
Qualifications
1 62 (27.56%) Degree
2 52 (23.11%) PhD
3 5 (2.22%) Postgraduate
Quality Assurance & Compliance
1 13 (5.78%) Data Quality
2 3 (1.33%) QA
3 2 (0.89%) Actionable Recommendations
System Software
1 2 (0.89%) Docker
Systems Management
1 2 (0.89%) Oozie
2 1 (0.44%) Graphite
Vendors
1 26 (11.56%) Tableau
2 15 (6.67%) Google
3 12 (5.33%) Oracle
4 10 (4.44%) Microsoft
4 10 (4.44%) SAP
5 7 (3.11%) Adobe
5 7 (3.11%) Netezza
6 6 (2.67%) MapR
7 4 (1.78%) MicroStrategy
7 4 (1.78%) TIBCO
8 3 (1.33%) Alteryx
8 3 (1.33%) Cognos
8 3 (1.33%) Marketo
8 3 (1.33%) RapidMiner
9 2 (0.89%) Cloudera
9 2 (0.89%) Salesforce.com
9 2 (0.89%) Teradata
10 1 (0.44%) Intel
10 1 (0.44%) Minitab
10 1 (0.44%) TOWER Software
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