Period
to 9 December 2019

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Predictive Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Analytics over the 6 months to 9 December 2019 with a comparison to the same period in the previous 2 years.

Predictive Analytics
England > London
6 months to
9 Dec 2019
Same period 2018 Same period 2017
Rank 586 601 602
Rank change year-on-year +15 +1 +42
Permanent jobs citing Predictive Analytics 145 195 259
As % of all permanent IT jobs advertised in London 0.27% 0.29% 0.35%
As % of the Processes & Methodologies category 0.29% 0.32% 0.37%
Number of salaries quoted 114 135 210
London median annual salary £75,000 £75,000 £71,250
Median salary % change year-on-year - +5.26% +18.75%
10th Percentile £51,625 £47,500 £46,250
90th Percentile £135,000 £108,000 £97,750
England median annual salary £75,000 £65,000 £65,000
% change year-on-year +15.38% - +13.04%

Predictive Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 50,199 61,200 69,285
As % of all permanent IT jobs advertised in London 93.21% 92.56% 93.79%
Number of salaries quoted 40,476 49,566 53,878
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £36,250 £35,000 £35,000
90th Percentile £100,000 £95,000 £90,000
England median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -

Predictive Analytics
Job Vacancy Trend in London

Job postings citing Predictive Analytics as a percentage of all IT jobs advertised in London.

Job vacancy trend for Predictive Analytics in London

Predictive Analytics
Salary Trend in London

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

Salary trend for Predictive Analytics in London

Predictive Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Predictive Analytics in London over the 6 months to 9 December 2019.

Salary histogram for Predictive Analytics in London

Predictive Analytics
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 Analytics within the London region over the 6 months to 9 December 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +29 31 £73,750 -13.24% 2
South London +12 3 £45,000 -33.33%
North London - 2 £55,000 -
Predictive Analytics
England

For the 6 months to 9 December 2019, IT jobs citing Predictive Analytics also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Predictive Analytics.

1 145 (100.00%) Analytics
2 83 (57.24%) Python
3 79 (54.48%) Machine Learning
4 76 (52.41%) Data Science
5 47 (32.41%) Visualisation
6 44 (30.34%) Azure
7 43 (29.66%) Big Data
7 43 (29.66%) Artificial Intelligence
8 41 (28.28%) Finance
9 38 (26.21%) SQL
10 37 (25.52%) Data Visualisation
11 36 (24.83%) Analytical Skills
12 32 (22.07%) Apache Spark
12 32 (22.07%) AWS
12 32 (22.07%) Business Intelligence
12 32 (22.07%) Microsoft
13 31 (21.38%) Degree
14 30 (20.69%) R
15 27 (18.62%) Computer Science
15 27 (18.62%) DevOps
16 26 (17.93%) ETL
17 25 (17.24%) Agile Software Development
18 24 (16.55%) Linux
18 24 (16.55%) Marketing
19 23 (15.86%) Mathematics
20 22 (15.17%) Scala
20 22 (15.17%) Data Mining
20 22 (15.17%) Algorithms
21 21 (14.48%) Data Modelling
21 21 (14.48%) C++

Predictive Analytics
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 32 (22.07%) Apache Spark
2 5 (3.45%) Apache
3 4 (2.76%) Apache Airflow
4 3 (2.07%) SAS
5 1 (0.69%) Elasticsearch
5 1 (0.69%) Jupyter
5 1 (0.69%) Oracle SOA Suite
5 1 (0.69%) WebSphere
Applications
1 3 (2.07%) Microsoft Excel
2 2 (1.38%) Chatbot
2 2 (1.38%) SPSS
3 1 (0.69%) Microsoft PowerPoint
3 1 (0.69%) MS Visio
Business Applications
1 2 (1.38%) Cognos Business Intelligence
1 2 (1.38%) Cognos TM1
1 2 (1.38%) Dynamics CRM
1 2 (1.38%) Eloqua
2 1 (0.69%) SAP Oil and Gas
Cloud Services
1 44 (30.34%) Azure
2 32 (22.07%) AWS
3 16 (11.03%) GCP
4 15 (10.34%) Power Platform
5 10 (6.90%) Azure Machine Learning
6 8 (5.52%) Azure Data Factory
6 8 (5.52%) Cloud Computing
6 8 (5.52%) GitHub
7 6 (4.14%) Google Analytics
8 4 (2.76%) SaaS
9 3 (2.07%) Amazon S3
10 2 (1.38%) Amazon EMR
10 2 (1.38%) Amazon Kinesis
10 2 (1.38%) Amazon SageMaker
10 2 (1.38%) AWS Lambda
10 2 (1.38%) PaaS
10 2 (1.38%) Serverless
11 1 (0.69%) Amazon EC2
11 1 (0.69%) Amazon ELB
11 1 (0.69%) iPaaS
Communications & Networking
1 2 (1.38%) SMS
Database & Business Intelligence
1 43 (29.66%) Big Data
2 22 (15.17%) Data Mining
3 19 (13.10%) Data Warehouse
4 16 (11.03%) SQL Server
5 15 (10.34%) Hadoop
5 15 (10.34%) Power BI
6 12 (8.28%) SQL Server Analysis Services
7 11 (7.59%) Data Lake
8 10 (6.90%) Microsoft Analysis Services
9 9 (6.21%) NoSQL
10 8 (5.52%) Azure SQL Database
11 7 (4.83%) BigQuery
11 7 (4.83%) Cosmos DB
11 7 (4.83%) SQL Server Integration Services
12 6 (4.14%) QlikView
12 6 (4.14%) SQL Server 2016
13 5 (3.45%) Amazon Redshift
14 4 (2.76%) Azure SQL Data Warehouse
14 4 (2.76%) MongoDB
14 4 (2.76%) SQL Server Reporting Services
Development Applications
1 8 (5.52%) Git (software)
2 5 (3.45%) Jenkins
2 5 (3.45%) Team Foundation Server
3 4 (2.76%) JIRA
4 3 (2.07%) Moq
4 3 (2.07%) NUnit
5 2 (1.38%) Oracle Forms
5 2 (1.38%) WinDbg
6 1 (0.69%) Maven
6 1 (0.69%) Octopus Deploy
General
1 41 (28.28%) Finance
2 24 (16.55%) Marketing
3 9 (6.21%) Retail
4 8 (5.52%) Banking
5 7 (4.83%) Public Sector
6 6 (4.14%) Advertising
6 6 (4.14%) Automotive
7 4 (2.76%) Financial Institution
7 4 (2.76%) Games
8 3 (2.07%) Investment Banking
9 2 (1.38%) Front Office
9 2 (1.38%) Music Industry
9 2 (1.38%) Retail Banking
Job Titles
1 32 (22.07%) Developer
2 26 (17.93%) Architect
3 21 (14.48%) Data Scientist
4 18 (12.41%) Data Architect
5 16 (11.03%) Python Developer
6 10 (6.90%) Senior Data Scientist
7 9 (6.21%) C++ Developer
7 9 (6.21%) Machine Learning Engineer
7 9 (6.21%) Quantitative Developer
8 8 (5.52%) C++ Quantitative Developer
8 8 (5.52%) DevOps Engineer
9 7 (4.83%) Analyst
9 7 (4.83%) Business Intelligence Architect
9 7 (4.83%) Java Developer
10 6 (4.14%) .NET Developer
10 6 (4.14%) Insight Analyst
10 6 (4.14%) Lead Developer
10 6 (4.14%) Lead Java Developer
10 6 (4.14%) Senior Analyst
10 6 (4.14%) Senior Developer
Libraries, Frameworks & Software Standards
1 20 (13.79%) Natural Language Processing
2 12 (8.28%) Kafka
3 11 (7.59%) .NET
4 10 (6.90%) AngularJS
5 8 (5.52%) Boost C++ Libraries
5 8 (5.52%) STL
5 8 (5.52%) TensorFlow
6 6 (4.14%) ASP.NET Web API
6 6 (4.14%) Pandas
6 6 (4.14%) RESTful
6 6 (4.14%) Web Services
7 5 (3.45%) Akka
7 5 (3.45%) ASP.NET
7 5 (3.45%) Elastic Stack
7 5 (3.45%) JSON
7 5 (3.45%) scikit-learn
8 4 (2.76%) MLlib
8 4 (2.76%) Node.js
9 3 (2.07%) .NET Core
9 3 (2.07%) ASP.NET MVC 5
Miscellaneous
1 36 (24.83%) Analytical Skills
2 22 (15.17%) Algorithms
3 12 (8.28%) Greenfield Project
4 10 (6.90%) Fixed Income
5 9 (6.21%) Cloud Native
6 8 (5.52%) Social Media
7 6 (4.14%) Hedge funds
8 5 (3.45%) Data Structures
9 3 (2.07%) BBC
10 2 (1.38%) Data Protection Act
10 2 (1.38%) Mashup
10 2 (1.38%) PMI
10 2 (1.38%) Robotics
11 1 (0.69%) Digital Media
11 1 (0.69%) Management Information System
11 1 (0.69%) Media Streaming
11 1 (0.69%) Reference Data
11 1 (0.69%) User Experience
11 1 (0.69%) Virtual Team
11 1 (0.69%) Wiki
Operating Systems
1 24 (16.55%) Linux
2 8 (5.52%) Unix
3 3 (2.07%) Windows
4 2 (1.38%) Ubuntu
5 1 (0.69%) Android
Processes & Methodologies
1 145 (100.00%) Analytics
2 79 (54.48%) Machine Learning
3 76 (52.41%) Data Science
4 47 (32.41%) Visualisation
5 43 (29.66%) Artificial Intelligence
6 37 (25.52%) Data Visualisation
7 32 (22.07%) Business Intelligence
8 27 (18.62%) Computer Science
8 27 (18.62%) DevOps
9 26 (17.93%) ETL
10 25 (17.24%) Agile Software Development
11 23 (15.86%) Mathematics
12 21 (14.48%) Data Management
12 21 (14.48%) Data Modelling
13 19 (13.10%) Data Analytics
13 19 (13.10%) Data Architecture
14 18 (12.41%) Fintech
15 15 (10.34%) SDLC
16 14 (9.66%) Actionable Insight
16 14 (9.66%) Master Data Management
Programming Languages
1 83 (57.24%) Python
2 38 (26.21%) SQL
3 30 (20.69%) R
4 22 (15.17%) Scala
5 21 (14.48%) C++
6 19 (13.10%) Java
7 17 (11.72%) C#
8 14 (9.66%) JavaScript
9 5 (3.45%) C
9 5 (3.45%) Data Analysis Expressions (DAX)
10 3 (2.07%) ES6
10 3 (2.07%) T-SQL
10 3 (2.07%) TypeScript
11 2 (1.38%) Bash Shell
11 2 (1.38%) VB
12 1 (0.69%) MATLAB
12 1 (0.69%) PL/SQL
12 1 (0.69%) Shell Script
Qualifications
1 31 (21.38%) Degree
2 10 (6.90%) Computer Science Degree
3 8 (5.52%) PhD
4 4 (2.76%) Microsoft Certification
5 3 (2.07%) MCSA
6 2 (1.38%) ITIL Foundation Certificate
6 2 (1.38%) PMI Certification
6 2 (1.38%) PMP
7 1 (0.69%) Master's Degree
7 1 (0.69%) Numerate Degree
Quality Assurance & Compliance
1 19 (13.10%) Data Quality
2 4 (2.76%) QA
3 2 (1.38%) GDPR
4 1 (0.69%) Actionable Recommendations
System Software
1 14 (9.66%) Docker
2 2 (1.38%) Apache Flume
2 2 (1.38%) Apache ZooKeeper
Systems Management
1 7 (4.83%) Kubernetes
2 5 (3.45%) Terraform
3 3 (2.07%) Systems Management Server (SMS)
4 2 (1.38%) Oozie
5 1 (0.69%) Ansible
5 1 (0.69%) Docker Swarm
5 1 (0.69%) Packer
Vendors
1 32 (22.07%) Microsoft
2 18 (12.41%) Google
3 16 (11.03%) Tableau
4 10 (6.90%) Oracle
5 7 (4.83%) Databricks
5 7 (4.83%) SAP
6 5 (3.45%) Crimson Hexagon
6 5 (3.45%) IBM
7 3 (2.07%) Hyperion
8 2 (1.38%) Cloudera
8 2 (1.38%) Cognos
8 2 (1.38%) MapR
8 2 (1.38%) Salesforce.com
9 1 (0.69%) Apple
9 1 (0.69%) Atlassian
9 1 (0.69%) Confluent
9 1 (0.69%) Pega
9 1 (0.69%) Sage
9 1 (0.69%) Solace
9 1 (0.69%) TIBCO