The table below looks at the statistics for Predictive Modelling skills in IT contracts advertised for the England region. Included is a guide to the contractor rates offered in IT contracts that have cited Predictive Modelling over the 3 months to 26 May 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
26 May 2016
Same period 2015 Same period 2014
Predictive Modelling
Rank 581 594 538
Rank change year-on-year
+13 -56
Contract jobs citing Predictive Modelling 40 18 40
As % of all contract IT jobs located in England 0.081% 0.037% 0.083%
As % of the Processes & Methodologies category 0.099% 0.046% 0.11%
Number of daily rates quoted 38 13 27
Median daily rate £450 £375 £438
Median daily rate % change year-on-year
+20.00% -14.28%
90% offered a daily rate of more than £447 £329 £300
10% offered a daily rate of more than £715 £535 £485
UK excluding London median daily rate £625 £375 £335
% change year-on-year
+66.66% +11.94%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - - -
Predictive Modelling
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised in the England region.

Processes & Methodologies Category
England
Contract IT job ads with a match in the
Processes & Methodologies category
40513 39097 37433
As % of all contract IT jobs located in England 82.14% 79.31% 78.04%
Number of daily rates quoted 27151 25186 24001
Median daily rate £450 £415 £400
Median daily rate % change year-on-year
+8.43% +3.75%
90% offered a daily rate of more than £300 £285 £275
10% offered a daily rate of more than £600 £575 £568
UK excluding London median daily rate £400 £385 £375
% change year-on-year
+3.89% +2.66%
Number of hourly rates quoted 905 1113 1137
Median hourly rate £27.50 £28.69 £28.75
Median hourly rate % change year-on-year
-4.14% -0.20%
90% offered a hourly rate of more than £12.75 £12.00 £12.50
10% offered a hourly rate of more than £47.50 £47.83 £47.50
UK excluding London median hourly rate £33.00 £30.00 £30.00
% change year-on-year
+10.00% -

Predictive Modelling
Jobs Demand Trend in England

The demand trend of contract jobs across the England region citing Predictive Modelling as a proportion of all IT contracts with a match in the Processes & Methodologies category.

Predictive Modelling Jobs Demand Trend in England

Predictive Modelling
Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing Predictive Modelling across the England region.

Predictive Modelling Daily Rate Trend in England

Predictive Modelling
Daily Rate Histogram in England

This chart provides a histogram of daily rates quoted in contract IT jobs citing Predictive Modelling across the England region over the 3 months to 26 May 2016.

Predictive Modelling Daily Rate Histogram in England

Predictive Modelling
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Predictive Modelling within the England region over the 3 months to 26 May 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
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +12 29 £450 -5.26% 15
South West -7 3 £850 +78.94% 2
Yorkshire - 3 £450 - 6
North West -21 2 £700 +154.54% 2
Predictive Modelling
UK

Predictive Modelling
Top 30 Related IT Skills in England

For the 6 months to 26 May 2016, IT contractor 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 contract ads across the England region with a requirement for Predictive Modelling.

1 35 (50.72%) Analytics
2 27 (39.13%) R
2 27 (39.13%) Python
3 26 (37.68%) Data Modelling
4 24 (34.78%) SQL
4 24 (34.78%) Machine Learning
5 23 (33.33%) Degree
6 22 (31.88%) Business Intelligence
7 21 (30.43%) Finance
7 21 (30.43%) Analytical Skills
8 19 (27.54%) Big Data
9 18 (26.09%) Data Mining
9 18 (26.09%) Data Warehouse
10 17 (24.64%) Netezza
11 16 (23.19%) Relational Database
12 15 (21.74%) Statistical Analysis
13 14 (20.29%) Apache Spark
13 14 (20.29%) Data Quality
14 13 (18.84%) Apache Hive
14 13 (18.84%) SDLC
15 12 (17.39%) NoSQL
15 12 (17.39%) Agile Software Development
16 11 (15.94%) SAS
16 11 (15.94%) C++
16 11 (15.94%) Data Management
16 11 (15.94%) Hadoop
17 10 (14.49%) Scala
17 10 (14.49%) Dimensional Modelling
17 10 (14.49%) Oracle
18 9 (13.04%) Scrum

Predictive Modelling
Top Related IT Skills in England 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 14 (20.29%) Apache Spark
2 11 (15.94%) SAS
3 8 (11.59%) Apache Pig
4 6 (8.70%) Apache
5 2 (2.90%) Node.js
Applications
1 4 (5.80%) SPSS
2 1 (1.45%) MS PowerPoint
2 1 (1.45%) Spreadsheet
2 1 (1.45%) Stata
Cloud Services
1 3 (4.35%) Amazon AWS
2 1 (1.45%) Google Cloud Platform
Communications & Networking
1 4 (5.80%) DSL
2 2 (2.90%) HTTP
2 2 (2.90%) Internet
2 2 (2.90%) SSL
2 2 (2.90%) TCP/IP
Database & Business Intelligence
1 19 (27.54%) Big Data
2 18 (26.09%) Data Mining
2 18 (26.09%) Data Warehouse
3 16 (23.19%) Relational Database
4 13 (18.84%) Apache Hive
5 12 (17.39%) NoSQL
6 11 (15.94%) Hadoop
7 8 (11.59%) DB2
7 8 (11.59%) Text Mining
8 6 (8.70%) HBase
9 4 (5.80%) QlikView
10 3 (4.35%) Amazon Redshift
11 2 (2.90%) Apache Cassandra
11 2 (2.90%) Base SAS
11 2 (2.90%) CouchDB
11 2 (2.90%) MySQL
11 2 (2.90%) Oracle Database
11 2 (2.90%) Star Schema
12 1 (1.45%) BigQuery
12 1 (1.45%) BusinessObjects
Development Applications
1 5 (7.25%) Ant
1 5 (7.25%) Jenkins
1 5 (7.25%) Maven
2 3 (4.35%) SonarQube
3 2 (2.90%) Eclipse
3 2 (2.90%) Git (software)
3 2 (2.90%) Gradle
3 2 (2.90%) Hudson
3 2 (2.90%) IntelliJ
3 2 (2.90%) JIRA
3 2 (2.90%) Sonatype Nexus
3 2 (2.90%) Subversion
3 2 (2.90%) TeamCity
General
1 21 (30.43%) Finance
2 7 (10.14%) Marketing
3 6 (8.70%) Retail
4 4 (5.80%) Banking
4 4 (5.80%) Financial Institution
4 4 (5.80%) Local Government
4 4 (5.80%) Retail Banking
5 2 (2.90%) Advertising
6 1 (1.45%) Games
Job Titles
1 20 (28.99%) Analyst
2 16 (23.19%) Developer
3 15 (21.74%) Data Scientist
4 12 (17.39%) Data Analyst
5 6 (8.70%) SQL Analyst
6 5 (7.25%) Agile Developer
7 4 (5.80%) SQL Data Analyst
8 3 (4.35%) Analytics Consultant
8 3 (4.35%) Business Analyst
8 3 (4.35%) Business Intelligence Manager
8 3 (4.35%) Consultant
8 3 (4.35%) Hadoop Developer
8 3 (4.35%) Scala Developer
8 3 (4.35%) Senior Analyst
9 2 (2.90%) Business Manager
9 2 (2.90%) Java Developer
9 2 (2.90%) Machine Learning Scientist
9 2 (2.90%) SAS Analyst
9 2 (2.90%) SPSS Modeller
9 2 (2.90%) SQL Developer
Libraries, Frameworks & Software Standards
1 7 (10.14%) Natural Language Processing
2 4 (5.80%) Kafka
2 4 (5.80%) Samza
2 4 (5.80%) scikit-learn
2 4 (5.80%) SciPy
2 4 (5.80%) Spark Streaming
2 4 (5.80%) SparkR
3 2 (2.90%) .NET
3 2 (2.90%) Hibernate
3 2 (2.90%) J2EE
3 2 (2.90%) JPA
3 2 (2.90%) jQuery
3 2 (2.90%) JSF
3 2 (2.90%) JSON
3 2 (2.90%) Ruby on Rails
3 2 (2.90%) Spring
3 2 (2.90%) Spring MVC
3 2 (2.90%) Struts
3 2 (2.90%) Web Services
3 2 (2.90%) XML
Miscellaneous
1 21 (30.43%) Analytical Skills
2 8 (11.59%) Computer Science
2 8 (11.59%) Data Structures
2 8 (11.59%) Visualisation
3 7 (10.14%) Statistics
4 6 (8.70%) Algorithms
5 5 (7.25%) Mathematics
6 3 (4.35%) Data Extraction
6 3 (4.35%) Hedge funds
7 2 (2.90%) Credit Risk
7 2 (2.90%) Enterprise Software
7 2 (2.90%) Neural Network
7 2 (2.90%) Social Network
8 1 (1.45%) Data Integration
8 1 (1.45%) Fintech
8 1 (1.45%) Physics
8 1 (1.45%) Reference Data
Operating Systems
1 2 (2.90%) Linux
1 2 (2.90%) Mac OS X
2 1 (1.45%) Unix
Processes & Methodologies
1 35 (50.72%) Analytics
2 26 (37.68%) Data Modelling
3 24 (34.78%) Machine Learning
4 22 (31.88%) Business Intelligence
5 15 (21.74%) Statistical Analysis
6 13 (18.84%) SDLC
7 12 (17.39%) Agile Software Development
8 11 (15.94%) Data Management
9 10 (14.49%) Dimensional Modelling
10 9 (13.04%) Data Analytics
10 9 (13.04%) Database Optimisation
10 9 (13.04%) Performance Tuning
10 9 (13.04%) Scrum
10 9 (13.04%) Statistical Modelling
11 8 (11.59%) Data Transformation
12 5 (7.25%) Continuous Integration
12 5 (7.25%) Data Visualisation
12 5 (7.25%) Fraud Detection
13 4 (5.80%) Operations Research
13 4 (5.80%) Web Development
Programming Languages
1 27 (39.13%) Python
1 27 (39.13%) R
2 24 (34.78%) SQL
3 11 (15.94%) C++
4 10 (14.49%) Scala
5 8 (11.59%) Java
6 7 (10.14%) MATLAB
7 6 (8.70%) Ruby
8 5 (7.25%) PHP
9 4 (5.80%) HiveQL
10 3 (4.35%) Shell Script
11 2 (2.90%) JavaScript
11 2 (2.90%) VBA
Qualifications
1 23 (33.33%) Degree
2 5 (7.25%) PhD
Quality Assurance & Compliance
1 14 (20.29%) Data Quality
2 1 (1.45%) QA
Systems Management
1 3 (4.35%) Ansible
1 3 (4.35%) Nagios
1 3 (4.35%) Opscode Chef
1 3 (4.35%) ZABBIX
Vendors
1 17 (24.64%) Netezza
2 10 (14.49%) Oracle
3 8 (11.59%) Sybase
3 8 (11.59%) Teradata
4 4 (5.80%) Tableau
5 3 (4.35%) New Relic
6 2 (2.90%) Alteryx
6 2 (2.90%) Cloudera
6 2 (2.90%) Hortonworks
7 1 (1.45%) Cognos
7 1 (1.45%) Google
London
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