The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Predictive Modelling skills. Included is a benchmarking guide to the salaries 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.

Predictive Modelling
England / London
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 529 506 597
Rank change year-on-year -23 +91  
Permanent jobs citing Predictive Modelling 83 131 84
As % of all permanent IT jobs advertised in London 0.23% 0.33% 0.19%
As % of the Processes & Methodologies category 0.25% 0.37% 0.21%
Number of salaries quoted 74 120 73
Median salary £67,500 £60,000 £60,000
Median salary % change year-on-year +12.50% -  
90% offered a salary of more than £39,825 £37,500 £26,000
10% offered a salary of more than £107,000 £80,250 £75,000
UK excluding London median salary £41,000 £45,000 £38,750
% change year-on-year -8.88% +16.12%  

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 permanent job vacancies advertised in London with a requirement for process and methodology skills.

Process & Methodology Skills
London
Permanent job vacancies with a requirement for process and methodology skills 33074 35742 39837
As % of all permanent IT job vacancies advertised in London 91.08% 90.56% 88.99%
Number of salaries quoted 26355 30960 33460
Median salary £61,500 £60,000 £57,500
Median salary % change year-on-year +2.50% +4.34%  
90% offered a salary of more than £40,000 £40,000 £37,500
10% offered a salary of more than £85,000 £82,500 £85,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Predictive Modelling
Job Vacancy Trend in London

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

Job vacancy trend for Predictive Modelling in London

Predictive Modelling
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Predictive Modelling in London.

Salary trend for Predictive Modelling in London

Predictive Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Predictive Modelling in London over the 3 months to 25 June 2017.

Salary histogram for Predictive Modelling in London

Predictive Modelling
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Modelling within the London 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
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
City of London +33 12 £39,750 -11.66% 1
Predictive Modelling
England

For the 6 months to 25 June 2017, 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 across the London region with a requirement for Predictive Modelling.

1 114 (68.26%) Python
2 106 (63.47%) Analytics
3 99 (59.28%) SQL
4 95 (56.89%) Analytical Skills
5 91 (54.49%) R
6 80 (47.90%) Machine Learning
7 76 (45.51%) Hadoop
8 67 (40.12%) Statistics
9 64 (38.32%) Big Data
10 56 (33.53%) Mathematics
11 55 (32.93%) Visualisation
12 54 (32.34%) Computer Science
12 54 (32.34%) Algorithms
13 52 (31.14%) Degree
14 51 (30.54%) SAS
15 48 (28.74%) Data Mining
16 46 (27.54%) Apache Spark
17 45 (26.95%) Finance
18 38 (22.75%) Data Visualisation
19 35 (20.96%) Marketing
19 35 (20.96%) Java
20 34 (20.36%) PhD
21 32 (19.16%) Actionable Insight
22 28 (16.77%) Data Analysis
22 28 (16.77%) Tableau
23 27 (16.17%) Apache Hive
24 26 (15.57%) Statistical Modelling
25 23 (13.77%) Software Engineering
25 23 (13.77%) C++
25 23 (13.77%) Computer Science Degree

Predictive Modelling
Co-occurring IT Skills in London 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 51 (30.54%) SAS
2 46 (27.54%) Apache Spark
3 6 (3.59%) Tornado
4 3 (1.80%) Apache Pig
5 1 (0.60%) Apache
5 1 (0.60%) IPython
5 1 (0.60%) Jupyter
Applications
1 19 (11.38%) Microsoft Excel
2 17 (10.18%) SPSS
3 9 (5.39%) Microsoft Office
4 6 (3.59%) EViews
5 5 (2.99%) Photoshop
6 4 (2.40%) SPSS Modeler
7 3 (1.80%) Microsoft PowerPoint
8 2 (1.20%) Stata
Business Applications
1 4 (2.40%) Dynamics CRM
2 2 (1.20%) Adobe Campaign
2 2 (1.20%) FastStats
Cloud Services
1 15 (8.98%) Amazon AWS
2 3 (1.80%) Adobe Analytics
2 3 (1.80%) Google Analytics
3 2 (1.20%) SaaS
4 1 (0.60%) Amazon EMR
4 1 (0.60%) Amazon Kinesis
4 1 (0.60%) Amazon S3
4 1 (0.60%) Amazon SQS
4 1 (0.60%) Google Cloud Platform
4 1 (0.60%) Microsoft Azure
4 1 (0.60%) OpenShift
4 1 (0.60%) PaaS
4 1 (0.60%) SurveyMonkey
Communications & Networking
1 1 (0.60%) Internet
Database & Business Intelligence
1 76 (45.51%) Hadoop
2 64 (38.32%) Big Data
3 48 (28.74%) Data Mining
4 27 (16.17%) Apache Hive
5 15 (8.98%) MongoDB
6 14 (8.38%) SQL Server
7 13 (7.78%) Amazon Redshift
7 13 (7.78%) NoSQL
7 13 (7.78%) Relational Database
8 11 (6.59%) MySQL
8 11 (6.59%) Text Mining
9 10 (5.99%) Apache Cassandra
9 10 (5.99%) Data Warehouse
9 10 (5.99%) QlikView
10 6 (3.59%) CouchDB
10 6 (3.59%) HBase
11 5 (2.99%) Spotfire
12 4 (2.40%) IBM BigInsights
12 4 (2.40%) IBM InfoSphere
12 4 (2.40%) PostgreSQL
Development Applications
1 11 (6.59%) RStudio
1 11 (6.59%) SQL Server Management Studio (SSMS)
1 11 (6.59%) Subversion
2 7 (4.19%) Git (software)
3 5 (2.99%) Visual Studio
4 2 (1.20%) Talend Open Studio
5 1 (0.60%) Bower
5 1 (0.60%) Grunt
5 1 (0.60%) gulp
5 1 (0.60%) Karma Test Runner
5 1 (0.60%) Mocha
5 1 (0.60%) Protractor
5 1 (0.60%) Selenium
General
1 45 (26.95%) Finance
2 35 (20.96%) Marketing
3 21 (12.57%) Banking
3 21 (12.57%) Retail
4 16 (9.58%) Games
5 12 (7.19%) Telecoms
6 6 (3.59%) Billing
7 5 (2.99%) Advertising
8 4 (2.40%) Automotive
8 4 (2.40%) Retail Banking
9 2 (1.20%) Pharmaceutical
9 2 (1.20%) Publishing
10 1 (0.60%) Wholesale Banking
Job Titles
1 90 (53.89%) Data Scientist
2 34 (20.36%) Senior Data Scientist
3 31 (18.56%) Analyst
4 20 (11.98%) Developer
5 10 (5.99%) Machine Learning Scientist
6 9 (5.39%) Data Engineer
6 9 (5.39%) Insight Analyst
7 8 (4.79%) Data Analyst
8 6 (3.59%) Consultant
8 6 (3.59%) SQL Analyst
9 5 (2.99%) .NET Developer
9 5 (2.99%) Analytics Consultant
9 5 (2.99%) Data Manager
9 5 (2.99%) Full Stack Developer
9 5 (2.99%) R Developer
9 5 (2.99%) Senior Analyst
10 4 (2.40%) Credit Analyst
10 4 (2.40%) Graduate
10 4 (2.40%) Report Analyst
10 4 (2.40%) Risk Analyst
Libraries, Frameworks & Software Standards
1 20 (11.98%) HTML
2 19 (11.38%) Natural Language Processing
3 17 (10.18%) CSS
4 13 (7.78%) scikit-learn
5 10 (5.99%) Pandas
6 9 (5.39%) D3.js
7 8 (4.79%) NumPy
8 6 (3.59%) AngularJS
8 6 (3.59%) Flask
9 5 (2.99%) .NET
9 5 (2.99%) .NET Framework
9 5 (2.99%) Ajax
9 5 (2.99%) ASP.NET MVC
9 5 (2.99%) CSS3
9 5 (2.99%) DOM
9 5 (2.99%) Entity Framework
9 5 (2.99%) HTML5
9 5 (2.99%) jQuery
9 5 (2.99%) Twitter Bootstrap
9 5 (2.99%) WPF
Miscellaneous
1 95 (56.89%) Analytical Skills
2 54 (32.34%) Algorithms
2 54 (32.34%) Computer Science
3 15 (8.98%) Social Network
4 11 (6.59%) User Experience
5 8 (4.79%) Fintech
6 7 (4.19%) Management Information System
7 5 (2.99%) Greenfield Project
8 4 (2.40%) Credit Risk
9 3 (1.80%) Social Media
10 1 (0.60%) Clustering
10 1 (0.60%) Data Structures
10 1 (0.60%) Internet of Things
10 1 (0.60%) Mobile Games
10 1 (0.60%) Online Games
10 1 (0.60%) Photography
10 1 (0.60%) Smart Meter
10 1 (0.60%) STB
Operating Systems
1 2 (1.20%) Linux
1 2 (1.20%) Unix
2 1 (0.60%) Ubuntu
Processes & Methodologies
1 106 (63.47%) Analytics
2 80 (47.90%) Machine Learning
3 67 (40.12%) Statistics
4 56 (33.53%) Mathematics
5 55 (32.93%) Visualisation
6 38 (22.75%) Data Visualisation
7 32 (19.16%) Actionable Insight
8 28 (16.77%) Data Analysis
9 26 (15.57%) Statistical Modelling
10 23 (13.77%) Software Engineering
11 22 (13.17%) Business Intelligence
12 21 (12.57%) Predictive Analytics
13 18 (10.78%) Data Modelling
14 17 (10.18%) Agile Software Development
14 17 (10.18%) Data Analytics
14 17 (10.18%) Neural Network
14 17 (10.18%) Physics
14 17 (10.18%) Stakeholder Management
15 15 (8.98%) Data Architecture
15 15 (8.98%) Statistical Analysis
Programming Languages
1 114 (68.26%) Python
2 99 (59.28%) SQL
3 91 (54.49%) R
4 35 (20.96%) Java
5 23 (13.77%) C++
6 22 (13.17%) Scala
7 21 (12.57%) JavaScript
7 21 (12.57%) MATLAB
8 11 (6.59%) T-SQL
9 8 (4.79%) VBA
10 7 (4.19%) C#
11 3 (1.80%) C
11 3 (1.80%) Shell Script
12 1 (0.60%) ES6
12 1 (0.60%) Ruby
12 1 (0.60%) TypeScript
Qualifications
1 52 (31.14%) Degree
2 34 (20.36%) PhD
3 23 (13.77%) Computer Science Degree
4 16 (9.58%) Master's Degree
5 9 (5.39%) Numerate Degree
6 4 (2.40%) Postgraduate
7 1 (0.60%) DV Cleared
7 1 (0.60%) MBA
7 1 (0.60%) SC Cleared
7 1 (0.60%) Security Cleared
Quality Assurance & Compliance
1 9 (5.39%) Data Quality
2 4 (2.40%) IFRS
2 4 (2.40%) IFRS 9
3 2 (1.20%) Actionable Recommendations
4 1 (0.60%) QA
System Software
1 10 (5.99%) HDFS
2 3 (1.80%) Docker
Vendors
1 28 (16.77%) Tableau
2 16 (9.58%) Microsoft
3 14 (8.38%) Cloudera
4 12 (7.19%) Oracle
5 10 (5.99%) Adobe
5 10 (5.99%) Hortonworks
5 10 (5.99%) MapR
6 6 (3.59%) Google
6 6 (3.59%) IBM
6 6 (3.59%) Netezza
7 4 (2.40%) Alteryx
7 4 (2.40%) Greenplum
7 4 (2.40%) MicroStrategy
8 2 (1.20%) Ab Initio
8 2 (1.20%) Talend
9 1 (0.60%) Algorithmics
9 1 (0.60%) comScore
9 1 (0.60%) Facebook
9 1 (0.60%) Marketo
9 1 (0.60%) Salesforce.com
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