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 21 February 2017 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
21 Feb 2017
Same period 2016 Same period 2015
Predictive Modelling
UK / England
Rank 536 576 545
Rank change year-on-year
+40 -31
Contract jobs citing Predictive Modelling 43 32 50
As % of all contract IT jobs located in England 0.10% 0.068% 0.11%
As % of the Processes & Methodologies category 0.12% 0.082% 0.13%
Number of daily rates quoted 33 21 46
Median daily rate £450 £478 £475
Median daily rate % change year-on-year
-5.85% +0.63%
90% offered a daily rate of more than £309 £388 £344
10% offered a daily rate of more than £550 £550 £563
UK excluding London median daily rate £365 £463 £350
% change year-on-year
-21.08% +32.14%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - - -

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
34591 38854 37356
As % of all contract IT jobs located in England 82.76% 82.81% 79.64%
Number of daily rates quoted 23092 25730 24027
Median daily rate £450 £430 £425
Median daily rate % change year-on-year
+4.65% +1.17%
90% offered a daily rate of more than £300 £300 £285
10% offered a daily rate of more than £600 £600 £585
UK excluding London median daily rate £410 £400 £400
% change year-on-year
+2.50% -
Number of hourly rates quoted 889 1061 1006
Median hourly rate £35.75 £37.50 £26.00
Median hourly rate % change year-on-year
-4.66% +44.23%
90% offered a hourly rate of more than £13.00 £12.87 £12.00
10% offered a hourly rate of more than £54.10 £56.30 £47.50
UK excluding London median hourly rate £35.75 £40.00 £27.50
% change year-on-year
-10.62% +45.45%

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 21 February 2017.

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 21 February 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
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +22 38 £450 -5.85% 13
North West +24 2 £288 -31.54% 2
East of England - 2 £428 - 1
South East - 1 £425 - 2
Predictive Modelling
UK

Predictive Modelling
Top 30 Related IT Skills in England

For the 6 months to 21 February 2017, 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 52 (54.17%) Analytics
2 51 (53.13%) Python
3 49 (51.04%) SQL
4 44 (45.83%) Data Modelling
4 44 (45.83%) R
5 35 (36.46%) Data Warehouse
5 35 (36.46%) Netezza
5 35 (36.46%) Degree
6 33 (34.38%) Oracle
7 29 (30.21%) Business Intelligence
8 28 (29.17%) Agile Software Development
8 28 (29.17%) Analytical Skills
9 26 (27.08%) Machine Learning
10 25 (26.04%) SAS
11 24 (25.00%) Scrum
12 22 (22.92%) Data Management
13 21 (21.88%) Statistics
13 21 (21.88%) Mathematics
13 21 (21.88%) C++
14 20 (20.83%) Hadoop
14 20 (20.83%) Performance Tuning
14 20 (20.83%) Database Optimisation
15 19 (19.79%) Java
15 19 (19.79%) Teradata
16 18 (18.75%) Relational Database
16 18 (18.75%) Data Structures
17 17 (17.71%) Big Data
18 16 (16.67%) Data Quality
18 16 (16.67%) SPSS
18 16 (16.67%) Sybase

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 25 (26.04%) SAS
2 13 (13.54%) Apache Spark
3 5 (5.21%) Apache Pig
4 1 (1.04%) Apache
4 1 (1.04%) SharePoint
4 1 (1.04%) WebSphere
Applications
1 16 (16.67%) SPSS
2 7 (7.29%) MS Excel
3 1 (1.04%) MS Office
3 1 (1.04%) Spreadsheet
Business Applications
1 1 (1.04%) SAP Oil and Gas
Cloud Services
1 1 (1.04%) Adobe Analytics
1 1 (1.04%) Google Analytics
1 1 (1.04%) Microsoft Azure
1 1 (1.04%) SaaS
Communications & Networking
1 1 (1.04%) Internet
Database & Business Intelligence
1 35 (36.46%) Data Warehouse
2 20 (20.83%) Hadoop
3 18 (18.75%) Relational Database
4 17 (17.71%) Big Data
5 16 (16.67%) DB2
6 15 (15.63%) Apache Hive
7 14 (14.58%) NoSQL
8 13 (13.54%) Data Mining
9 9 (9.38%) QlikView
10 8 (8.33%) Data Lake
10 8 (8.33%) SAS Enterprise Guide
10 8 (8.33%) SAS Enterprise Miner
11 4 (4.17%) Impala
11 4 (4.17%) Spotfire
12 3 (3.13%) BusinessObjects
12 3 (3.13%) SAS EBI
12 3 (3.13%) SQL Server
13 2 (2.08%) Text Mining
14 1 (1.04%) Data Mart
14 1 (1.04%) SQL Server Reporting Services
Development Applications
1 2 (2.08%) Git (software)
2 1 (1.04%) Cucumber
2 1 (1.04%) JUnit
General
1 11 (11.46%) Finance
2 8 (8.33%) Retail
3 5 (5.21%) Marketing
4 4 (4.17%) Banking
4 4 (4.17%) Telecoms
5 2 (2.08%) Financial Institution
5 2 (2.08%) Games
6 1 (1.04%) Electronics
6 1 (1.04%) Manufacturing
Job Titles
1 30 (31.25%) Data Scientist
2 28 (29.17%) Analyst
2 28 (29.17%) Developer
3 19 (19.79%) Data Analyst
4 16 (16.67%) Netezza Developer
5 11 (11.46%) SQL Analyst
5 11 (11.46%) SQL Data Analyst
6 10 (10.42%) Agile Developer
6 10 (10.42%) Oracle Developer
7 7 (7.29%) Architect
7 7 (7.29%) Data Architect
7 7 (7.29%) Oracle Analyst
7 7 (7.29%) Teradata Analyst
8 5 (5.21%) Java Developer
8 5 (5.21%) Machine Learning Developer
8 5 (5.21%) SQL Developer
9 4 (4.17%) Lead Data Architect
9 4 (4.17%) Machine Learning Scientist
9 4 (4.17%) PL/SQL Developer
10 3 (3.13%) Insight Analyst
Libraries, Frameworks & Software Standards
1 8 (8.33%) Pandas
2 7 (7.29%) Natural Language Processing
3 5 (5.21%) Keras
3 5 (5.21%) Theano
3 5 (5.21%) Torch
4 4 (4.17%) scikit-learn
4 4 (4.17%) XGBoost
5 3 (3.13%) Matplotlib
5 3 (3.13%) MLlib
6 2 (2.08%) Kafka
6 2 (2.08%) SparkR
7 1 (1.04%) D3.js
7 1 (1.04%) Drools
7 1 (1.04%) Gherkin
7 1 (1.04%) Hibernate
7 1 (1.04%) REST
7 1 (1.04%) Spring
7 1 (1.04%) Struts
7 1 (1.04%) Web Services
7 1 (1.04%) XML
Miscellaneous
1 28 (29.17%) Analytical Skills
2 18 (18.75%) Data Structures
3 14 (14.58%) Computer Science
4 13 (13.54%) Algorithms
5 5 (5.21%) Virtual Team
6 2 (2.08%) Social Network
7 1 (1.04%) Credit Risk
7 1 (1.04%) FMCG
7 1 (1.04%) Internet of Things
7 1 (1.04%) NHS
7 1 (1.04%) User Experience
Operating Systems
1 2 (2.08%) Linux
Processes & Methodologies
1 52 (54.17%) Analytics
2 44 (45.83%) Data Modelling
3 29 (30.21%) Business Intelligence
4 28 (29.17%) Agile Software Development
5 26 (27.08%) Machine Learning
6 24 (25.00%) Scrum
7 22 (22.92%) Data Management
8 21 (21.88%) Mathematics
8 21 (21.88%) Statistics
9 20 (20.83%) Database Optimisation
9 20 (20.83%) Performance Tuning
10 14 (14.58%) Data Transformation
10 14 (14.58%) Dimensional Modelling
10 14 (14.58%) SDLC
11 11 (11.46%) Data Analysis
11 11 (11.46%) Statistical Analysis
11 11 (11.46%) Visualisation
12 10 (10.42%) Data Analytics
13 9 (9.38%) Data Visualisation
14 8 (8.33%) Predictive Analytics
Programming Languages
1 51 (53.13%) Python
2 49 (51.04%) SQL
3 44 (45.83%) R
4 21 (21.88%) C++
5 19 (19.79%) Java
6 11 (11.46%) MATLAB
7 7 (7.29%) PL/SQL
8 5 (5.21%) Scala
9 3 (3.13%) VBA
10 1 (1.04%) C
10 1 (1.04%) Data Analysis Expressions (DAX)
Qualifications
1 35 (36.46%) Degree
2 5 (5.21%) PhD
3 1 (1.04%) Postgraduate
Quality Assurance & Compliance
1 16 (16.67%) Data Quality
2 1 (1.04%) QA
System Software
1 2 (2.08%) Apache Flume
Vendors
1 35 (36.46%) Netezza
2 33 (34.38%) Oracle
3 19 (19.79%) Teradata
4 16 (16.67%) Sybase
5 11 (11.46%) Tableau
6 8 (8.33%) Microsoft
7 7 (7.29%) RapidMiner
8 6 (6.25%) Alteryx
9 3 (3.13%) Cognos
9 3 (3.13%) Google
10 1 (1.04%) Adobe
10 1 (1.04%) Hortonworks
10 1 (1.04%) Omniture
10 1 (1.04%) SAP
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