Period
to 14 August 2020

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 14 August 2020 with a comparison to the same period in the previous 2 years.

Predictive Analytics
England > London
6 months to
14 Aug 2020
Same period 2019 Same period 2018
Rank 442 547 599
Rank change year-on-year +105 +52 -15
Permanent jobs citing Predictive Analytics 86 204 241
As % of all permanent jobs advertised in London 0.33% 0.36% 0.35%
As % of the Processes & Methodologies category 0.36% 0.39% 0.37%
Number of salaries quoted 70 171 196
Median annual salary £70,000 £70,000 £65,000
Median salary % change year-on-year - +7.69% -3.70%
10th Percentile £46,125 £47,500 £50,000
90th Percentile £101,625 £110,000 £95,000
England median annual salary £67,500 £67,500 £62,500
% change year-on-year - +8.00% -

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 24,033 52,404 64,324
As % of all permanent IT jobs advertised in London 93.48% 93.11% 92.71%
Number of salaries quoted 19,453 42,497 51,437
Median annual salary £70,000 £65,000 £60,500
Median salary % change year-on-year +7.69% +7.44% +0.83%
10th Percentile £41,250 £36,750 £35,000
90th Percentile £105,000 £97,500 £93,750
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Predictive Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Predictive Analytics in London

Predictive Analytics
Salary Trend in London

3-month moving average salary quoted in jobs citing Predictive Analytics in London.

Salary trend for Predictive Analytics in London

Predictive Analytics
Salary Histogram in London

Salary distribution for jobs citing Predictive Analytics in London over the 6 months to 14 August 2020.

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 14 August 2020. 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 +117 25 £70,000 +21.74%
West London - 5 £97,500 -
East London +25 1 £55,000 +45.70%
Predictive Analytics
England

For the 6 months to 14 August 2020, 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 86 (100.00%) Analytics
2 63 (73.26%) Machine Learning
3 54 (62.79%) Python
4 52 (60.47%) Data Science
5 44 (51.16%) Artificial Intelligence
6 39 (45.35%) Algorithms
7 38 (44.19%) AWS
8 34 (39.53%) Apache Spark
8 34 (39.53%) SQL
9 30 (34.88%) Agile Software Development
9 30 (34.88%) Scala
10 29 (33.72%) Tableau
10 29 (33.72%) Big Data
11 28 (32.56%) Azure
11 28 (32.56%) Hadoop
11 28 (32.56%) Java
12 27 (31.40%) Finance
13 25 (29.07%) R
14 23 (26.74%) NoSQL
14 23 (26.74%) DevOps
15 20 (23.26%) GCP
15 20 (23.26%) Kafka
15 20 (23.26%) Degree
16 19 (22.09%) Mathematics
16 19 (22.09%) Visualisation
16 19 (22.09%) Data Strategy
17 18 (20.93%) Data Visualisation
17 18 (20.93%) Data Analytics
18 17 (19.77%) PhD
18 17 (19.77%) Banking

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 34 (39.53%) Apache Spark
2 8 (9.30%) Apache Airflow
3 6 (6.98%) Apache
4 4 (4.65%) Confluence
4 4 (4.65%) Elasticsearch
4 4 (4.65%) SAS
5 2 (2.33%) Luigi
6 1 (1.16%) SharePoint
6 1 (1.16%) WordPress
Applications
1 9 (10.47%) Microsoft Excel
2 5 (5.81%) Microsoft Office
2 5 (5.81%) MS Visio
3 4 (4.65%) Microsoft Project
Cloud Services
1 38 (44.19%) AWS
2 28 (32.56%) Azure
3 20 (23.26%) GCP
4 15 (17.44%) Power Platform
5 10 (11.63%) GitHub
6 9 (10.47%) Amazon S3
7 7 (8.14%) SaaS
8 4 (4.65%) Amazon EMR
8 4 (4.65%) Amazon SQS
9 3 (3.49%) Amazon EC2
9 3 (3.49%) AWS Elastic Beanstalk
9 3 (3.49%) Azure Data Factory
10 1 (1.16%) Amazon Kinesis
10 1 (1.16%) Azure Machine Learning
10 1 (1.16%) Google Analytics
10 1 (1.16%) Kissmetrics
10 1 (1.16%) Serverless
Database & Business Intelligence
1 29 (33.72%) Big Data
2 28 (32.56%) Hadoop
3 23 (26.74%) NoSQL
4 17 (19.77%) Blockchain
5 16 (18.60%) Amazon Redshift
6 15 (17.44%) Apache Cassandra
6 15 (17.44%) Apache Hive
6 15 (17.44%) Power BI
7 14 (16.28%) QlikView
8 8 (9.30%) SQL Server
9 7 (8.14%) SQL Server Integration Services
10 6 (6.98%) BigQuery
10 6 (6.98%) Looker
10 6 (6.98%) PostgreSQL
11 5 (5.81%) Data Mining
11 5 (5.81%) MySQL
12 4 (4.65%) OLAP
12 4 (4.65%) OLTP
12 4 (4.65%) Sisense
12 4 (4.65%) Snowflake Schema
Development Applications
1 14 (16.28%) Git (software)
2 6 (6.98%) Jenkins
3 5 (5.81%) Flyway
3 5 (5.81%) Liquibase
4 4 (4.65%) JIRA
4 4 (4.65%) Team Foundation Server
5 1 (1.16%) Cypress.io
5 1 (1.16%) GitLab
General
1 27 (31.40%) Finance
2 17 (19.77%) Banking
3 13 (15.12%) Marketing
4 6 (6.98%) Law
5 4 (4.65%) Pharmaceutical
5 4 (4.65%) Retail
5 4 (4.65%) Telecoms
6 2 (2.33%) Front Office
6 2 (2.33%) Legal
7 1 (1.16%) Financial Institution
7 1 (1.16%) Games
7 1 (1.16%) Manufacturing
Job Titles
1 27 (31.40%) Data Scientist
2 18 (20.93%) Developer
3 16 (18.60%) Senior Data Scientist
4 15 (17.44%) Data Engineer
5 10 (11.63%) Analyst
5 10 (11.63%) Scala Developer
6 9 (10.47%) Cloud Engineer
7 7 (8.14%) Machine Learning Engineer
8 6 (6.98%) Product Manager
8 6 (6.98%) Python Engineer
8 6 (6.98%) Senior Data Engineer
9 5 (5.81%) Analyst Developer
10 4 (4.65%) Azure Engineer
10 4 (4.65%) Business Intelligence Lead
10 4 (4.65%) Senior Cloud Engineer
11 3 (3.49%) Architect
11 3 (3.49%) Business Intelligence Analyst
11 3 (3.49%) Business Intelligence Developer
11 3 (3.49%) Data Analyst
11 3 (3.49%) Solutions Architect
Libraries, Frameworks & Software Standards
1 20 (23.26%) Kafka
2 13 (15.12%) Keras
2 13 (15.12%) scikit-learn
2 13 (15.12%) TensorFlow
3 10 (11.63%) Node.js
3 10 (11.63%) Redux
4 6 (6.98%) Natural Language Processing
5 4 (4.65%) Apache NiFi
6 3 (3.49%) MDX
6 3 (3.49%) Pandas
6 3 (3.49%) React
7 2 (2.33%) .NET
7 2 (2.33%) NumPy
7 2 (2.33%) REST
7 2 (2.33%) RESTful
8 1 (1.16%) Flask
8 1 (1.16%) JSON
8 1 (1.16%) Laravel
8 1 (1.16%) Spark Streaming
8 1 (1.16%) XML
Miscellaneous
1 39 (45.35%) Algorithms
2 13 (15.12%) Management Information System
3 9 (10.47%) Analytical Skills
4 8 (9.30%) User Experience
5 3 (3.49%) Bitcoin
5 3 (3.49%) Renewable Energy
6 2 (2.33%) Fixed Income
7 1 (1.16%) Analytical Mindset
7 1 (1.16%) Greenfield Project
7 1 (1.16%) Industry 4.0
7 1 (1.16%) Self-Motivation
Operating Systems
1 1 (1.16%) Linux
1 1 (1.16%) Windows
1 1 (1.16%) Windows Server
Processes & Methodologies
1 86 (100.00%) Analytics
2 63 (73.26%) Machine Learning
3 52 (60.47%) Data Science
4 44 (51.16%) Artificial Intelligence
5 30 (34.88%) Agile Software Development
6 23 (26.74%) DevOps
7 19 (22.09%) Data Strategy
7 19 (22.09%) Mathematics
7 19 (22.09%) Visualisation
8 18 (20.93%) Data Analytics
8 18 (20.93%) Data Visualisation
9 17 (19.77%) Actionable Insight
9 17 (19.77%) Deep Learning
10 16 (18.60%) Data Engineering
10 16 (18.60%) Statistical Analysis
11 14 (16.28%) Scrum
12 13 (15.12%) Asset Management
12 13 (15.12%) Information Retrieval
12 13 (15.12%) Semantic Analysis
12 13 (15.12%) Software Engineering
Programming Languages
1 54 (62.79%) Python
2 34 (39.53%) SQL
3 30 (34.88%) Scala
4 28 (32.56%) Java
5 25 (29.07%) R
6 14 (16.28%) JavaScript
7 10 (11.63%) ES6
8 7 (8.14%) C#
9 5 (5.81%) MATLAB
10 4 (4.65%) PHP
11 3 (3.49%) Data Analysis Expressions (DAX)
11 3 (3.49%) T-SQL
12 1 (1.16%) C
12 1 (1.16%) C++
12 1 (1.16%) Cypher
12 1 (1.16%) Go
Qualifications
1 20 (23.26%) Degree
2 17 (19.77%) PhD
3 4 (4.65%) CBAP
3 4 (4.65%) IIBA
3 4 (4.65%) ISEB
4 3 (3.49%) PRINCE2 Certification
5 1 (1.16%) Computer Science Degree
5 1 (1.16%) SC Cleared
5 1 (1.16%) Security Cleared
Quality Assurance & Compliance
1 6 (6.98%) Data Quality
2 2 (2.33%) QA
3 1 (1.16%) Actionable Recommendations
System Software
1 17 (19.77%) Docker
2 1 (1.16%) HDFS
Systems Management
1 11 (12.79%) Kubernetes
2 10 (11.63%) Marathon
2 10 (11.63%) Mesos
3 5 (5.81%) Terraform
4 1 (1.16%) Hadoop YARN
Vendors
1 29 (33.72%) Tableau
2 11 (12.79%) Microsoft
3 10 (11.63%) Facebook
4 8 (9.30%) Databricks
5 4 (4.65%) SnapLogic
6 3 (3.49%) Alteryx
6 3 (3.49%) Google
7 2 (2.33%) Oracle
7 2 (2.33%) Salesforce.com
8 1 (1.16%) Cloudera
8 1 (1.16%) Cognos
8 1 (1.16%) MuleSoft
8 1 (1.16%) New Relic
8 1 (1.16%) Snowplow
8 1 (1.16%) Vertica