The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Predictive Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Predictive Modelling over the 3 months to 25 June 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Predictive Modelling
UK / England
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 543 577 590
Rank change year-on-year +34 +13  
Contract jobs citing Predictive Modelling 37 50 19
As % of all contract IT jobs advertised in England 0.087% 0.10% 0.037%
As % of the Processes & Methodologies category 0.10% 0.12% 0.046%
Number of daily rates quoted 29 44 13
Median daily rate £475 £450 £343
Median daily rate % change year-on-year +5.55% +31.38%  
90% offered a daily rate of more than £395 £450 £300
10% offered a daily rate of more than £673 £693 £515
UK excluding London median daily rate £450 £625 £343
% change year-on-year -28.00% +82.48%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - - -

Predictive Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for process and methodology skills.

Contract Process & Methodology Skills
England
Contract job vacancies with a requirement for process and methodology skills 36004 40667 41211
As % of all contract IT job vacancies advertised in England 84.73% 83.47% 80.82%
Number of daily rates quoted 23651 27315 26961
Median daily rate £450 £450 £415
Median daily rate % change year-on-year - +8.43%  
90% offered a daily rate of more than £313 £300 £288
10% offered a daily rate of more than £600 £600 £588
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 936 954 1137
Median hourly rate £32.50 £27.50 £26.00
Median hourly rate % change year-on-year +18.18% +5.76%  
90% offered a hourly rate of more than £12.53 £12.58 £12.00
10% offered a hourly rate of more than £52.50 £49.46 £50.00
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

Predictive Modelling
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Predictive Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Predictive Modelling in England

Predictive Modelling
Contractor Daily Rate Trend in England

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

Contractor daily rate trend for Predictive Modelling in England

Predictive Modelling
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Predictive Modelling in England over the 3 months to 25 June 2017.

Contractor daily rate histogram for Predictive Modelling 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 25 June 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 +2 33 £498 +10.55% 15
West Midlands - 2 £450 -
South West 0 1 - - 2
East of England - 1 - - 1
Predictive Modelling
UK

For the 6 months to 25 June 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 51 (70.83%) Python
2 48 (66.67%) R
3 43 (59.72%) SQL
4 39 (54.17%) Analytics
5 30 (41.67%) Machine Learning
6 27 (37.50%) Degree
7 21 (29.17%) Data Modelling
7 21 (29.17%) Analytical Skills
8 19 (26.39%) SAS
9 18 (25.00%) Business Intelligence
9 18 (25.00%) Apache Spark
10 16 (22.22%) Big Data
10 16 (22.22%) Oracle
10 16 (22.22%) Hadoop
11 15 (20.83%) Netezza
12 14 (19.44%) Data Warehouse
12 14 (19.44%) Statistics
12 14 (19.44%) Relational Database
13 13 (18.06%) Mathematics
13 13 (18.06%) SPSS
13 13 (18.06%) C++
13 13 (18.06%) Data Management
14 12 (16.67%) Java
14 12 (16.67%) Data Analysis
15 11 (15.28%) NoSQL
15 11 (15.28%) Tableau
15 11 (15.28%) Teradata
16 10 (13.89%) Sybase
16 10 (13.89%) DB2
16 10 (13.89%) Data Mining

Predictive Modelling
Co-occurring 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 19 (26.39%) SAS
2 18 (25.00%) Apache Spark
3 6 (8.33%) Apache Pig
4 3 (4.17%) Jupyter
5 2 (2.78%) SharePoint
6 1 (1.39%) Tomcat
Applications
1 13 (18.06%) SPSS
2 4 (5.56%) Microsoft Excel
3 2 (2.78%) EViews
Business Applications
1 3 (4.17%) Salesforce.com CRM
Cloud Services
1 3 (4.17%) Amazon AWS
2 2 (2.78%) Microsoft Azure
3 1 (1.39%) Azure Data Factory
3 1 (1.39%) Azure Machine Learning
3 1 (1.39%) SaaS
Database & Business Intelligence
1 16 (22.22%) Big Data
1 16 (22.22%) Hadoop
2 14 (19.44%) Data Warehouse
2 14 (19.44%) Relational Database
3 11 (15.28%) NoSQL
4 10 (13.89%) Data Mining
4 10 (13.89%) DB2
4 10 (13.89%) QlikView
5 7 (9.72%) Apache Hive
6 4 (5.56%) Spotfire
7 3 (4.17%) BusinessObjects
7 3 (4.17%) SAS EBI
8 2 (2.78%) Amazon Redshift
8 2 (2.78%) Impala
8 2 (2.78%) RDBMS
8 2 (2.78%) SQL Server
9 1 (1.39%) HBase
9 1 (1.39%) Parquet
9 1 (1.39%) Qlik Sense
9 1 (1.39%) SAS Enterprise Guide
Development Applications
1 3 (4.17%) Git (software)
2 1 (1.39%) Jenkins
2 1 (1.39%) JUnit
2 1 (1.39%) Maven
2 1 (1.39%) Mockito
2 1 (1.39%) Sonatype Nexus
General
1 9 (12.50%) Marketing
2 8 (11.11%) Finance
3 5 (6.94%) Retail
4 3 (4.17%) Banking
5 2 (2.78%) Financial Institution
6 1 (1.39%) Advertising
6 1 (1.39%) Aerospace
6 1 (1.39%) French Language
6 1 (1.39%) Games
6 1 (1.39%) Pharmaceutical
Job Titles
1 35 (48.61%) Data Scientist
2 15 (20.83%) Analyst
3 13 (18.06%) Data Analyst
4 6 (8.33%) Developer
5 5 (6.94%) Oracle Developer
5 5 (6.94%) SQL Analyst
5 5 (6.94%) SQL Data Analyst
6 4 (5.56%) Data Engineer
6 4 (5.56%) Junior
6 4 (5.56%) Netezza Developer
7 3 (4.17%) Junior Data Scientist
7 3 (4.17%) Machine Learning Scientist
7 3 (4.17%) Senior Data Scientist
8 2 (2.78%) Agile Developer
8 2 (2.78%) Architect
8 2 (2.78%) CRM Analyst
8 2 (2.78%) Data Architect
8 2 (2.78%) Econometrician
8 2 (2.78%) Lead Data Architect
8 2 (2.78%) SQL Developer
Libraries, Frameworks & Software Standards
1 4 (5.56%) D3.js
1 4 (5.56%) Natural Language Processing
1 4 (5.56%) SparkR
2 3 (4.17%) scikit-learn
3 2 (2.78%) MLlib
3 2 (2.78%) NumPy
3 2 (2.78%) Pandas
4 1 (1.39%) Apache Avro
4 1 (1.39%) ggplot2
4 1 (1.39%) Kafka
4 1 (1.39%) Keras
4 1 (1.39%) OpenCV
4 1 (1.39%) PySpark
4 1 (1.39%) RHadoop
4 1 (1.39%) TensorFlow
4 1 (1.39%) Torch
4 1 (1.39%) Web Services
Miscellaneous
1 21 (29.17%) Analytical Skills
2 7 (9.72%) Algorithms
2 7 (9.72%) Computer Science
2 7 (9.72%) Data Structures
3 5 (6.94%) Virtual Team
4 3 (4.17%) Greenfield Project
5 2 (2.78%) Credit Risk
6 1 (1.39%) Digital Media
6 1 (1.39%) Grid Computing
6 1 (1.39%) Reinsurance
6 1 (1.39%) Social Media
Operating Systems
1 1 (1.39%) Linux
Processes & Methodologies
1 39 (54.17%) Analytics
2 30 (41.67%) Machine Learning
3 21 (29.17%) Data Modelling
4 18 (25.00%) Business Intelligence
5 14 (19.44%) Statistics
6 13 (18.06%) Data Management
6 13 (18.06%) Mathematics
7 12 (16.67%) Data Analysis
8 10 (13.89%) Visualisation
9 9 (12.50%) Data Transformation
9 9 (12.50%) Predictive Analytics
9 9 (12.50%) Statistical Analysis
9 9 (12.50%) Statistical Modelling
10 8 (11.11%) Agile Software Development
10 8 (11.11%) SDLC
11 7 (9.72%) CRM
11 7 (9.72%) Dimensional Modelling
11 7 (9.72%) Neural Network
12 6 (8.33%) Data Visualisation
12 6 (8.33%) ETL
Programming Languages
1 51 (70.83%) Python
2 48 (66.67%) R
3 43 (59.72%) SQL
4 13 (18.06%) C++
5 12 (16.67%) Java
6 9 (12.50%) Scala
7 6 (8.33%) MATLAB
8 3 (4.17%) PL/SQL
9 2 (2.78%) VBA
10 1 (1.39%) C
10 1 (1.39%) C#
10 1 (1.39%) Go
10 1 (1.39%) JavaScript
10 1 (1.39%) T-SQL
Qualifications
1 27 (37.50%) Degree
2 5 (6.94%) PhD
3 2 (2.78%) Postgraduate
4 1 (1.39%) Computer Science Degree
Quality Assurance & Compliance
1 8 (11.11%) Data Quality
System Software
1 3 (4.17%) Apache Flume
2 2 (2.78%) Docker
3 1 (1.39%) Apache ZooKeeper
3 1 (1.39%) HDFS
Systems Management
1 2 (2.78%) Hadoop YARN
1 2 (2.78%) Oozie
Vendors
1 16 (22.22%) Oracle
2 15 (20.83%) Netezza
3 11 (15.28%) Tableau
3 11 (15.28%) Teradata
4 10 (13.89%) Sybase
5 7 (9.72%) Microsoft
5 7 (9.72%) RapidMiner
6 3 (4.17%) Cognos
6 3 (4.17%) Google
6 3 (4.17%) Salesforce.com
7 2 (2.78%) Alteryx
8 1 (1.39%) Cloudera
8 1 (1.39%) SIMUL8
London
Green Park Interim & Executive Ltd
Rate: Up to £550 per day
Posted: 6 days ago