The table below looks at the statistics for Predictive Modelling skills in IT contracts advertised across the UK. Included is a guide to the contractor rates offered in IT contracts that have cited Predictive Modelling over the 3 months to 24 September 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
24 Sep 2016
Same period 2015 Same period 2014
Predictive Modelling
Rank 586 637 607
Rank change year-on-year
+51 -30
Contract jobs citing Predictive Modelling 61 29 32
As % of all contract IT jobs located in the UK 0.12% 0.050% 0.055%
As % of the Processes & Methodologies category 0.14% 0.062% 0.072%
Number of daily rates quoted 50 22 30
Median daily rate £450 £425 £343
Median daily rate % change year-on-year
+5.88% +24.08%
90% offered a daily rate of more than £375 £295 £206
10% offered a daily rate of more than £500 £498 £575
UK excluding London median daily rate £425 £425 £270
% change year-on-year
- +57.40%
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 across the UK.

Processes & Methodologies Category
UK
Contract IT job ads with a match in the
Processes & Methodologies category
43972 47025 44690
As % of all contract IT jobs located in the UK 83.14% 81.01% 77.23%
Number of daily rates quoted 29135 30776 27890
Median daily rate £440 £425 £410
Median daily rate % change year-on-year
+3.52% +3.65%
90% offered a daily rate of more than £300 £288 £275
10% offered a daily rate of more than £593 £578 £575
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 1135 1300 1233
Median hourly rate £30.94 £32.00 £25.00
Median hourly rate % change year-on-year
-3.32% +28.00%
90% offered a hourly rate of more than £12.58 £12.50 £12.56
10% offered a hourly rate of more than £50.00 £49.38 £53.50
UK excluding London median hourly rate £32.50 £33.64 £26.50
% change year-on-year
-3.38% +26.94%

Predictive Modelling
Jobs Demand Trend

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

Predictive Modelling Jobs Demand Trend in the UK

Predictive Modelling
Daily Rate Trend

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

Predictive Modelling Daily Rate Trend in the UK

Predictive Modelling
Daily Rate Histogram

This chart provides a histogram of daily rates quoted in contract IT jobs citing Predictive Modelling within the UK over the 3 months to 24 September 2016.

Predictive Modelling Daily Rate Histogram in the UK

Predictive Modelling
Top 16 Contract Locations

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 UK over the 3 months to 24 September 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
England +44 61 £450 +5.88% 13
London +33 52 £450 +20.00% 6
City of London +40 27 £450 +31.38% 2
Hammersmith - 3 £375 -
Buckinghamshire - 3 - -
South East - 3 - - 2
West Midlands -25 2 £438 +2.94%
North West - 2 £425 - 3
Lancashire - 2 £425 -
Milton Keynes - 2 - -
Blackpool - 2 £425 -
East of England +12 1 £325 -
Hertfordshire -1 1 £325 -
Burton-upon-Trent - 1 £275 -
Coventry - 1 £600 -
Staffordshire - 1 £275 -

Predictive Modelling
Top 30 Related IT Skills

For the 6 months to 24 September 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 with a requirement for Predictive Modelling.

1 69 (62.16%) Analytics
2 57 (51.35%) SQL
2 57 (51.35%) Data Modelling
3 53 (47.75%) Data Warehouse
4 51 (45.95%) Netezza
5 45 (40.54%) Degree
6 43 (38.74%) Agile Software Development
7 36 (32.43%) Scrum
8 34 (30.63%) Python
8 34 (30.63%) Performance Tuning
8 34 (30.63%) Analytical Skills
8 34 (30.63%) Database Optimisation
9 33 (29.73%) R
10 31 (27.93%) Business Intelligence
11 28 (25.23%) Oracle
12 27 (24.32%) SAS
13 22 (19.82%) Finance
13 22 (19.82%) Data Quality
14 21 (18.92%) Relational Database
15 20 (18.02%) SDLC
16 19 (17.12%) Machine Learning
16 19 (17.12%) NoSQL
16 19 (17.12%) Data Management
17 18 (16.22%) Dimensional Modelling
18 17 (15.32%) Data Structures
18 17 (15.32%) Teradata
18 17 (15.32%) Sybase
18 17 (15.32%) DB2
18 17 (15.32%) C++
19 16 (14.41%) Data Mining

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 27 (24.32%) SAS
2 6 (5.41%) Apache Spark
3 3 (2.70%) Apache Pig
4 2 (1.80%) SharePoint
5 1 (0.90%) Apache
5 1 (0.90%) WebSphere
Applications
1 5 (4.50%) SPSS
2 4 (3.60%) MS Excel
3 3 (2.70%) MS Office
4 2 (1.80%) Spreadsheet
5 1 (0.90%) MS PowerPoint
5 1 (0.90%) Stata
Business Applications
1 1 (0.90%) SAP Oil and Gas
Cloud Services
1 4 (3.60%) Amazon AWS
2 3 (2.70%) Google Analytics
2 3 (2.70%) Microsoft Azure
3 2 (1.80%) Heroku
4 1 (0.90%) Adobe Analytics
4 1 (0.90%) Google Cloud Platform
4 1 (0.90%) Office 365
4 1 (0.90%) Slack
Database & Business Intelligence
1 53 (47.75%) Data Warehouse
2 21 (18.92%) Relational Database
3 19 (17.12%) NoSQL
4 17 (15.32%) DB2
5 16 (14.41%) Data Mining
6 13 (11.71%) Big Data
7 6 (5.41%) Apache Hive
8 5 (4.50%) Hadoop
9 4 (3.60%) Text Mining
10 3 (2.70%) Impala
11 2 (1.80%) Amazon Redshift
11 2 (1.80%) Mixpanel
11 2 (1.80%) MongoDB
11 2 (1.80%) MySQL
11 2 (1.80%) PostgreSQL
11 2 (1.80%) Power BI
11 2 (1.80%) PowerPivot
11 2 (1.80%) SQL Server
11 2 (1.80%) SQL Server Reporting Services
12 1 (0.90%) Data Lake
Development Applications
1 4 (3.60%) Git (software)
2 2 (1.80%) Ant
2 2 (1.80%) GoCD
2 2 (1.80%) Jenkins
2 2 (1.80%) Maven
2 2 (1.80%) SonarQube
General
1 22 (19.82%) Finance
2 16 (14.41%) Retail
3 12 (10.81%) Marketing
4 8 (7.21%) Financial Institution
5 4 (3.60%) Games
6 3 (2.70%) Banking
7 1 (0.90%) Advertising
7 1 (0.90%) Corporate Banking
7 1 (0.90%) Electronics
7 1 (0.90%) Local Government
7 1 (0.90%) Manufacturing
7 1 (0.90%) Retail Banking
7 1 (0.90%) Telecoms
Job Titles
1 41 (36.94%) Analyst
1 41 (36.94%) Developer
2 27 (24.32%) Data Analyst
3 22 (19.82%) Agile Developer
4 13 (11.71%) Data Scientist
5 12 (10.81%) SQL Analyst
6 10 (9.01%) SQL Data Analyst
7 9 (8.11%) Senior Analyst
8 6 (5.41%) Consultant
8 6 (5.41%) Insight Analyst
8 6 (5.41%) Oracle Developer
9 5 (4.50%) Analytics Consultant
10 4 (3.60%) Oracle Analyst
10 4 (3.60%) Teradata Analyst
11 3 (2.70%) Business Intelligence Analyst
11 3 (2.70%) Business Intelligence Manager
11 3 (2.70%) Customer Analyst
11 3 (2.70%) Customer Insight Analyst
11 3 (2.70%) Data Consultant
11 3 (2.70%) SAS Analyst
Libraries, Frameworks & Software Standards
1 7 (6.31%) Pandas
2 5 (4.50%) Natural Language Processing
3 4 (3.60%) Matplotlib
4 3 (2.70%) MLlib
4 3 (2.70%) Theano
5 2 (1.80%) .NET
5 2 (1.80%) .NET Framework
5 2 (1.80%) AngularJS
5 2 (1.80%) CSS
5 2 (1.80%) CSS3
5 2 (1.80%) hapi
5 2 (1.80%) HTML
5 2 (1.80%) HTML5
5 2 (1.80%) Kafka
5 2 (1.80%) Node.js
5 2 (1.80%) React
5 2 (1.80%) RESTful
5 2 (1.80%) scikit-learn
5 2 (1.80%) XGBoost
6 1 (0.90%) Web Services
Miscellaneous
1 34 (30.63%) Analytical Skills
2 17 (15.32%) Data Structures
3 15 (13.51%) Statistics
4 12 (10.81%) Algorithms
5 10 (9.01%) Mathematics
6 8 (7.21%) Computer Science
7 7 (6.31%) Visualisation
8 4 (3.60%) Data Extraction
8 4 (3.60%) Physics
9 3 (2.70%) Hedge funds
9 3 (2.70%) User Experience
10 2 (1.80%) Artificial Intelligence
10 2 (1.80%) FMCG
10 2 (1.80%) Management Information System
10 2 (1.80%) Minimum Viable Product
10 2 (1.80%) NHS
11 1 (0.90%) Data Integration
11 1 (0.90%) Neural Network
11 1 (0.90%) Reference Data
11 1 (0.90%) Virtual Team
Operating Systems
1 2 (1.80%) Linux
2 1 (0.90%) Unix
Processes & Methodologies
1 69 (62.16%) Analytics
2 57 (51.35%) Data Modelling
3 43 (38.74%) Agile Software Development
4 36 (32.43%) Scrum
5 34 (30.63%) Database Optimisation
5 34 (30.63%) Performance Tuning
6 31 (27.93%) Business Intelligence
7 20 (18.02%) SDLC
8 19 (17.12%) Data Management
8 19 (17.12%) Machine Learning
9 18 (16.22%) Dimensional Modelling
10 16 (14.41%) Data Transformation
11 13 (11.71%) Statistical Analysis
12 11 (9.91%) Data Analysis
12 11 (9.91%) Data Analytics
13 10 (9.01%) Customer Insight
14 5 (4.50%) Operations Research
14 5 (4.50%) Quantitative Analysis
15 4 (3.60%) Benchmarking
15 4 (3.60%) Predictive Analytics
Programming Languages
1 57 (51.35%) SQL
2 34 (30.63%) Python
3 33 (29.73%) R
4 17 (15.32%) C++
5 7 (6.31%) VBA
6 4 (3.60%) Java
6 4 (3.60%) PHP
7 3 (2.70%) PL/SQL
8 2 (1.80%) JavaScript
8 2 (1.80%) Ruby
9 1 (0.90%) C
9 1 (0.90%) Data Analysis Expressions (DAX)
9 1 (0.90%) MATLAB
9 1 (0.90%) Shell Script
Qualifications
1 45 (40.54%) Degree
2 2 (1.80%) PhD
2 2 (1.80%) Security Cleared
3 1 (0.90%) BPSS Clearance
3 1 (0.90%) DV Cleared
Quality Assurance & Compliance
1 22 (19.82%) Data Quality
2 10 (9.01%) QA
3 1 (0.90%) Disclosure Scotland
3 1 (0.90%) SLA
Systems Management
1 2 (1.80%) Ansible
1 2 (1.80%) Nagios
1 2 (1.80%) Opscode Chef
1 2 (1.80%) ZABBIX
Vendors
1 51 (45.95%) Netezza
2 28 (25.23%) Oracle
3 17 (15.32%) Sybase
3 17 (15.32%) Teradata
4 5 (4.50%) Microsoft
5 4 (3.60%) Google
6 3 (2.70%) Tableau
7 2 (1.80%) New Relic
8 1 (0.90%) Adobe
8 1 (0.90%) Hortonworks
8 1 (0.90%) MicroStrategy
8 1 (0.90%) Omniture
8 1 (0.90%) SAP
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