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 3 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
3 Dec 2016
Same period 2015 Same period 2014
Predictive Modelling
Rank 760 849 859
Rank change year-on-year
+89 +10
Permanent jobs citing Predictive Modelling 105 120 127
As % of all permanent IT jobs located in the UK 0.12% 0.11% 0.11%
As % of the Processes & Methodologies category 0.13% 0.13% 0.13%
Number of salaries quoted 86 94 99
Median salary £52,500 £55,000 £62,500
Median salary % change year-on-year
-4.54% -12.00%
90% offered a salary of more than £40,000 £37,950 £30,000
10% offered a salary of more than £81,250 £80,000 £70,500
UK excluding London median salary £46,500 £53,750 £42,900
% change year-on-year
-13.48% +25.29%

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
78721 93895 98432
As % of all permanent IT jobs located in the UK 88.10% 87.48% 85.64%
Number of salaries quoted 64899 77524 80842
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £77,500 £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 3 December 2016 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 3 December 2016. 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
(Click see detailed
statistics and trends)
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 +56 101 £52,500 -4.54% 16
London +23 51 £61,250 +6.52% 7
South East +84 18 £56,750 -5.41% 3
East Midlands - 14 £45,000 - 1
Berkshire +51 10 £55,000 -8.33% 1
Leicestershire - 9 £45,000 -
North West -16 7 £42,500 +13.33% 3
Leicester - 7 £45,000 -
Oxfordshire - 6 £63,000 - 2
Yorkshire +17 5 £35,000 -20.00% 1
Manchester -12 5 £42,500 - 1
East of England - 5 £52,500 -
West Yorkshire - 4 £35,000 -
Leeds - 4 £35,000 -
Lincolnshire - 3 £46,500 -
Greenwich - 3 - -
Luton - 3 £52,500 -
Bedfordshire - 3 £52,500 -
City of London +26 2 £47,000 +14.63% 3
Grantham - 2 £46,500 -
Slough - 2 £55,000 -
Ipswich - 2 £50,000 -
Isle of Man - 2 £50,000 -
Suffolk - 2 £50,000 -
Scotland +31 1 £35,000 -
Warrington +16 1 £27,500 +22.22% 1
Surrey +14 1 £40,000 -15.78%
Cheshire +11 1 £27,500 +22.22% 1
Merseyside -13 1 £55,000 +37.50% 1
West Midlands -28 1 £50,000 -9.09%

Predictive Modelling
Top 30 Related IT Skills

For the 6 months to 3 December 2016, 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.

1 175 (68.90%) SQL
2 151 (59.45%) Analytics
3 130 (51.18%) Python
4 129 (50.79%) R
5 123 (48.43%) Analytical Skills
6 122 (48.03%) Machine Learning
7 105 (41.34%) Statistics
8 100 (39.37%) SAS
9 97 (38.19%) Big Data
10 94 (37.01%) Data Mining
11 90 (35.43%) Degree
12 83 (32.68%) Marketing
13 77 (30.31%) Mathematics
14 70 (27.56%) Algorithms
15 62 (24.41%) PhD
16 60 (23.62%) Finance
17 59 (23.23%) SPSS
18 55 (21.65%) Hadoop
19 54 (21.26%) Business Intelligence
19 54 (21.26%) Java
20 50 (19.69%) Data Analytics
21 49 (19.29%) Apache Spark
22 47 (18.50%) Computer Science
23 44 (17.32%) Data Analysis
23 44 (17.32%) Statistical Analysis
24 43 (16.93%) Visualisation
25 42 (16.54%) Statistical Modelling
26 41 (16.14%) Operations Research
27 37 (14.57%) Agile Software Development
28 32 (12.60%) Actionable 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
1 100 (39.37%) SAS
2 49 (19.29%) Apache Spark
3 13 (5.12%) Apache Pig
4 3 (1.18%) SharePoint
5 2 (0.79%) Elasticsearch
6 1 (0.39%) Apache
6 1 (0.39%) IPython
6 1 (0.39%) Jupyter
Applications
1 59 (23.23%) SPSS
2 14 (5.51%) MS Excel
3 11 (4.33%) MS PowerPoint
4 9 (3.54%) MS Office
5 3 (1.18%) Stata
6 2 (0.79%) CPLEX
6 2 (0.79%) MS Visio
6 2 (0.79%) Spreadsheet
Business Applications
1 4 (1.57%) Data Workbench
1 4 (1.57%) SAP Oil and Gas
2 2 (0.79%) Oracle Financials
3 1 (0.39%) Eloqua
3 1 (0.39%) FastStats
3 1 (0.39%) Kissmetrics
3 1 (0.39%) Unica
3 1 (0.39%) WebTrends
Cloud Services
1 14 (5.51%) Amazon AWS
1 14 (5.51%) Google Analytics
2 8 (3.15%) Microsoft Azure
3 7 (2.76%) Amazon EC2
4 6 (2.36%) AWS Elastic Beanstalk
4 6 (2.36%) SaaS
5 5 (1.97%) Amazon ELB
5 5 (1.97%) Amazon S3
6 3 (1.18%) Adobe Analytics
6 3 (1.18%) Google Cloud Platform
6 3 (1.18%) Heroku
7 2 (0.79%) Office 365
8 1 (0.39%) AdWords
8 1 (0.39%) Amazon Kinesis
8 1 (0.39%) GitHub
8 1 (0.39%) Google Tag Manager
Communications & Networking
1 6 (2.36%) SMS
2 4 (1.57%) Internet
3 3 (1.18%) ATM
Database & Business Intelligence
1 97 (38.19%) Big Data
2 94 (37.01%) Data Mining
3 55 (21.65%) Hadoop
4 26 (10.24%) Apache Hive
5 23 (9.06%) Relational Database
6 18 (7.09%) NoSQL
7 16 (6.30%) Data Warehouse
8 12 (4.72%) Amazon Redshift
8 12 (4.72%) QlikView
9 11 (4.33%) SQL Server
10 10 (3.94%) BusinessObjects
10 10 (3.94%) MySQL
11 9 (3.54%) Apache Cassandra
11 9 (3.54%) MongoDB
11 9 (3.54%) Power BI
11 9 (3.54%) SQL Server Reporting Services
12 8 (3.15%) HBase
13 7 (2.76%) Spotfire
14 6 (2.36%) Base SAS
14 6 (2.36%) SQL Server Integration Services
General
1 83 (32.68%) Marketing
2 60 (23.62%) Finance
3 18 (7.09%) Retail
4 14 (5.51%) Games
5 13 (5.12%) Telecoms
6 11 (4.33%) Advertising
7 10 (3.94%) Automotive
7 10 (3.94%) Banking
7 10 (3.94%) French Language
7 10 (3.94%) Publishing
8 6 (2.36%) Electronics
9 4 (1.57%) Legal
9 4 (1.57%) Manufacturing
9 4 (1.57%) Pharmaceutical
10 3 (1.18%) Local Government
11 2 (0.79%) Investment Banking
11 2 (0.79%) Retail Banking
12 1 (0.39%) Law
Job Titles
1 99 (38.98%) Data Scientist
2 95 (37.40%) Analyst
3 26 (10.24%) Insight Analyst
4 24 (9.45%) Senior Data Scientist
5 20 (7.87%) Data Analyst
5 20 (7.87%) Machine Learning Scientist
6 17 (6.69%) SAS Analyst
7 16 (6.30%) Junior
8 14 (5.51%) Developer
9 11 (4.33%) Customer Analyst
9 11 (4.33%) Customer Insight Analyst
10 10 (3.94%) Consultant
10 10 (3.94%) Data Engineer
11 9 (3.54%) Business Intelligence Analyst
11 9 (3.54%) Junior Data Scientist
12 8 (3.15%) Senior Analyst
13 7 (2.76%) Analytics Manager
13 7 (2.76%) Business Intelligence Lead
13 7 (2.76%) Data Manager
13 7 (2.76%) Marketing Analyst
Libraries, Frameworks & Software Standards
1 17 (6.69%) Natural Language Processing
2 9 (3.54%) .NET
3 8 (3.15%) HTML
4 6 (2.36%) CSS
4 6 (2.36%) Web Services
5 3 (1.18%) AngularJS
5 3 (1.18%) D3.js
5 3 (1.18%) Torch
6 2 (0.79%) MLlib
6 2 (0.79%) Node.js
6 2 (0.79%) React
6 2 (0.79%) scikit-learn
7 1 (0.39%) Backbone.js
7 1 (0.39%) HTML5
7 1 (0.39%) Keras
7 1 (0.39%) KnockoutJS
7 1 (0.39%) Pandas
7 1 (0.39%) PyMC3
7 1 (0.39%) Velocity
7 1 (0.39%) XGBoost
Miscellaneous
1 123 (48.43%) Analytical Skills
2 105 (41.34%) Statistics
3 77 (30.31%) Mathematics
4 70 (27.56%) Algorithms
5 47 (18.50%) Computer Science
6 43 (16.93%) Visualisation
7 30 (11.81%) Physics
8 21 (8.27%) Economics
9 19 (7.48%) Neural Network
10 12 (4.72%) Social Media
11 11 (4.33%) Artificial Intelligence
12 10 (3.94%) Data Structures
13 9 (3.54%) Data Extraction
14 6 (2.36%) Fintech
15 5 (1.97%) Applied Mathematics
15 5 (1.97%) Credit Risk
15 5 (1.97%) User Experience
16 4 (1.57%) Digital Media
17 3 (1.18%) Mobile App
17 3 (1.18%) Social Network
Operating Systems
1 9 (3.54%) Unix
2 5 (1.97%) Linux
3 1 (0.39%) Windows
Processes & Methodologies
1 151 (59.45%) Analytics
2 122 (48.03%) Machine Learning
3 54 (21.26%) Business Intelligence
4 50 (19.69%) Data Analytics
5 44 (17.32%) Data Analysis
5 44 (17.32%) Statistical Analysis
6 42 (16.54%) Statistical Modelling
7 41 (16.14%) Operations Research
8 37 (14.57%) Agile Software Development
9 32 (12.60%) Actionable Insight
10 31 (12.20%) Customer Segmentation
11 30 (11.81%) Customer Insight
12 25 (9.84%) Data Visualisation
13 23 (9.06%) Predictive Analytics
14 22 (8.66%) Data Modelling
15 20 (7.87%) Digital Marketing
16 18 (7.09%) Big Data Analytics
17 17 (6.69%) Cluster Analysis
17 17 (6.69%) Time Series Analysis
18 14 (5.51%) Logistic Regression
Programming Languages
1 175 (68.90%) SQL
2 130 (51.18%) Python
3 129 (50.79%) R
4 54 (21.26%) Java
5 27 (10.63%) MATLAB
6 25 (9.84%) Scala
7 22 (8.66%) C++
8 21 (8.27%) VBA
9 14 (5.51%) C#
10 10 (3.94%) Clojure
11 9 (3.54%) C
11 9 (3.54%) Ruby
11 9 (3.54%) Shell Script
12 8 (3.15%) JavaScript
13 6 (2.36%) T-SQL
14 5 (1.97%) Go
14 5 (1.97%) Julia
14 5 (1.97%) PL/SQL
15 4 (1.57%) Perl
16 2 (0.79%) PHP
Qualifications
1 90 (35.43%) Degree
2 62 (24.41%) PhD
3 2 (0.79%) Postgraduate
4 1 (0.39%) CIMA
4 1 (0.39%) SAS Certification
Quality Assurance & Compliance
1 11 (4.33%) Data Quality
2 4 (1.57%) QA
3 3 (1.18%) Actionable Recommendations
System Software
1 2 (0.79%) Docker
Systems Management
1 1 (0.39%) Graphite
Vendors
1 27 (10.63%) Tableau
2 17 (6.69%) Google
3 13 (5.12%) SAP
4 12 (4.72%) Netezza
5 10 (3.94%) Microsoft
5 10 (3.94%) Oracle
6 9 (3.54%) Adobe
7 6 (2.36%) MicroStrategy
8 5 (1.97%) Alteryx
8 5 (1.97%) MapR
9 4 (1.57%) Marketo
9 4 (1.57%) Pega
9 4 (1.57%) TIBCO
10 3 (1.18%) Cognos
10 3 (1.18%) Facebook
10 3 (1.18%) RapidMiner
11 2 (0.79%) Omniture
12 1 (0.39%) comScore
12 1 (0.39%) Intel
12 1 (0.39%) Siebel
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