Period
to

The following table provides summary statistics for permanent job vacancies with a requirement for Data Enrichment skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Enrichment over the 6 months to 14 August 2022 with a comparison to the same period in the previous 2 years.

Data Enrichment
UK
6 months to
14 Aug 2022
Same period 2021 Same period 2020
Rank 1046 996 760
Rank change year-on-year -50 -236 +359
Permanent jobs citing Data Enrichment 170 13 9
As % of all permanent jobs advertised in the UK 0.10% 0.011% 0.014%
As % of the Processes & Methodologies category 0.11% 0.012% 0.016%
Number of salaries quoted 13 5 6
10th Percentile £30,200 £42,500 £31,500
25th Percentile £57,500 £46,250 £36,750
Median annual salary (50th Percentile) £75,000 £50,000 £65,000
Median % change year-on-year +50.00% -23.08% +39.04%
75th Percentile £130,000 £52,500 £79,375
90th Percentile - £67,950 £80,000
UK excluding London median annual salary £53,000 £48,750 £44,000
% change year-on-year +8.72% +10.80% -17.76%

Data Enrichment 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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 160,513 108,806 57,948
As % of all permanent IT jobs advertised in the UK 95.75% 94.08% 93.13%
Number of salaries quoted 83,436 73,662 47,052
10th Percentile £34,211 £32,500 £32,500
25th Percentile £45,000 £42,500 £41,250
Median annual salary (50th Percentile) £60,000 £55,750 £55,000
Median % change year-on-year +7.62% +1.36% +4.76%
75th Percentile £80,000 £75,000 £73,750
90th Percentile £97,290 £92,500 £90,000
UK excluding London median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

Data Enrichment
Job Vacancy Trend

Job postings citing Data Enrichment as a proportion of all IT jobs advertised.

Job vacancy trend for Data Enrichment in the UK

Data Enrichment
Salary Trend

3-month moving average salary quoted in jobs citing Data Enrichment.

Salary trend for Data Enrichment in the UK

Data Enrichment
Salary Histogram

Salary distribution for jobs citing Data Enrichment over the 6 months to 14 August 2022.

Salary histogram for Data Enrichment in the UK

Data Enrichment
Top 11 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Enrichment within the UK over the 6 months to 14 August 2022. 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
Jobs
England -77 104 £90,000 +80.00% 11
London -111 73 £120,000 +58.94% 3
Work from Home -176 42 £62,500 +28.21% 1
UK excluding London -67 31 £53,000 +8.72% 8
North of England - 24 £70,000 - 1
North West - 24 £70,000 -
South East -46 3 - - 1
East of England -59 2 £75,000 -
Midlands -50 1 £36,000 - 6
West Midlands - 1 £36,000 - 3
South West - 1 £32,500 -

For the 6 months to 14 August 2022, IT jobs citing Data Enrichment 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 with a requirement for Data Enrichment.

1 114 (67.06%) Agile
2 109 (64.12%) Analytics
3 90 (52.94%) Data Quality
4 78 (45.88%) AWS
5 75 (44.12%) Degree
6 71 (41.76%) Data Integration
7 70 (41.18%) Python
8 68 (40.00%) SQL
9 63 (37.06%) Problem-Solving
9 63 (37.06%) Data Science
10 60 (35.29%) Docker
11 58 (34.12%) Analytical Skills
11 58 (34.12%) Visualisation
12 57 (33.53%) HTML
12 57 (33.53%) CSS
13 56 (32.94%) UX Design
13 56 (32.94%) Software Engineering
13 56 (32.94%) User Experience
14 53 (31.18%) Machine Learning
15 52 (30.59%) Pandas
15 52 (30.59%) GCP
15 52 (30.59%) TensorFlow
15 52 (30.59%) Amazon SageMaker
16 51 (30.00%) Java
17 50 (29.41%) JavaScript
17 50 (29.41%) Scrum
17 50 (29.41%) Data Analysis
17 50 (29.41%) REST
18 48 (28.24%) Kubernetes
19 47 (27.65%) Data Engineering

Data Enrichment
Co-occurring 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 46 (27.06%) Apache Spark
2 9 (5.29%) SAS
3 7 (4.12%) Jupyter
4 1 (0.59%) Confluence
Applications
1 20 (11.76%) Microsoft Excel
2 17 (10.00%) Microsoft PowerPoint
3 16 (9.41%) EngageOne
4 10 (5.88%) Microsoft Office
5 8 (4.71%) Chatbot
Business Applications
1 8 (4.71%) NetSuite
Cloud Services
1 78 (45.88%) AWS
2 52 (30.59%) Amazon SageMaker
2 52 (30.59%) GCP
3 46 (27.06%) Power Platform
4 41 (24.12%) Amazon S3
5 31 (18.24%) Akamai
5 31 (18.24%) Amazon CloudWatch
5 31 (18.24%) Amazon EC2
5 31 (18.24%) Amazon ECS
5 31 (18.24%) Fastly
5 31 (18.24%) Virtual Private Cloud
6 21 (12.35%) Azure
7 14 (8.24%) SaaS
8 7 (4.12%) Amazon Cognito
8 7 (4.12%) AWS CloudFormation
8 7 (4.12%) AWS Lambda
8 7 (4.12%) Serverless
8 7 (4.12%) Snowflake
9 2 (1.18%) Amazon SQS
9 2 (1.18%) Slack
Communications & Networking
1 8 (4.71%) SMS
Database & Business Intelligence
1 46 (27.06%) BigQuery
1 46 (27.06%) Power BI
2 45 (26.47%) Tableau
3 13 (7.65%) PostgreSQL
4 11 (6.47%) Metadata
5 10 (5.88%) Big Data
6 9 (5.29%) Redis
6 9 (5.29%) Relational Database
6 9 (5.29%) Spotfire
7 7 (4.12%) Amazon RDS
7 7 (4.12%) DynamoDB
7 7 (4.12%) Elasticsearch
8 4 (2.35%) NoSQL
9 2 (1.18%) ClickHouse
9 2 (1.18%) Data Warehouse
9 2 (1.18%) Geospatial Data
9 2 (1.18%) Hadoop
9 2 (1.18%) MongoDB
9 2 (1.18%) MySQL
9 2 (1.18%) SQL Server
Development Applications
1 15 (8.82%) Cypress.io
1 15 (8.82%) Jasmine
2 10 (5.88%) Git (software)
3 3 (1.76%) JIRA
4 2 (1.18%) ESLint
4 2 (1.18%) Mocha
4 2 (1.18%) Sinon.JS
4 2 (1.18%) Visual Studio
General
1 58 (34.12%) Analytical Skills
2 34 (20.00%) Social Skills
3 14 (8.24%) Finance
4 12 (7.06%) Presentation Skills
5 9 (5.29%) Games
6 7 (4.12%) Retail
7 6 (3.53%) Marketing
8 3 (1.76%) Law
9 2 (1.18%) Billing
9 2 (1.18%) Inclusion and Diversity
10 1 (0.59%) Automotive
Job Titles
1 65 (38.24%) Developer
2 56 (32.94%) Software Engineer
3 47 (27.65%) Developer/Software Engineer
3 47 (27.65%) Software Developer
4 42 (24.71%) Senior Developer
5 39 (22.94%) Senior Software Engineer
6 33 (19.41%) Senior Software Developer
7 28 (16.47%) Front End Developer (Client-Side Developer)
8 23 (13.53%) Backend Developer
9 20 (11.76%) Data Engineer
10 16 (9.41%) DataOps Leader
10 16 (9.41%) Technical Leader
11 15 (8.82%) DataOps Engineer
12 14 (8.24%) Senior Backend Developer
12 14 (8.24%) Senior Front-End Developer
13 9 (5.29%) Spotfire Developer
14 8 (4.71%) Designer
14 8 (4.71%) Project Manager
14 8 (4.71%) UX Designer
15 7 (4.12%) Analyst
Libraries, Frameworks & Software Standards
1 57 (33.53%) CSS
1 57 (33.53%) HTML
2 52 (30.59%) Pandas
2 52 (30.59%) TensorFlow
3 50 (29.41%) REST
4 46 (27.06%) Kafka
5 45 (26.47%) Akka
5 45 (26.47%) D3.js
5 45 (26.47%) Keras
5 45 (26.47%) Matplotlib
5 45 (26.47%) scikit-learn
5 45 (26.47%) Spark Streaming
6 36 (21.18%) AngularJS
7 33 (19.41%) CSS3
7 33 (19.41%) HTML5
7 33 (19.41%) Web Services
8 31 (18.24%) Elastic Stack
9 19 (11.18%) Ember.js
9 19 (11.18%) React
9 19 (11.18%) Spring
Miscellaneous
1 56 (32.94%) User Experience
2 31 (18.24%) Digital Media
3 9 (5.29%) Legacy Systems
3 9 (5.29%) Self-Motivation
3 9 (5.29%) Virtual Team
4 4 (2.35%) Enterprise Software
5 2 (1.18%) Algorithms
6 1 (0.59%) Data Structures
6 1 (0.59%) Driving Licence
6 1 (0.59%) Management Information System
6 1 (0.59%) Online Games
Operating Systems
1 35 (20.59%) Linux
Processes & Methodologies
1 114 (67.06%) Agile
2 109 (64.12%) Analytics
3 71 (41.76%) Data Integration
4 63 (37.06%) Data Science
4 63 (37.06%) Problem-Solving
5 58 (34.12%) Visualisation
6 56 (32.94%) Software Engineering
6 56 (32.94%) UX Design
7 53 (31.18%) Machine Learning
8 50 (29.41%) Data Analysis
8 50 (29.41%) Scrum
9 47 (27.65%) Data Engineering
10 45 (26.47%) Configuration Management
10 45 (26.47%) DataOps
10 45 (26.47%) Feature Engineering
11 43 (25.29%) Data Analytics
12 36 (21.18%) Computer Science
13 35 (20.59%) Backlog Refinement
13 35 (20.59%) Product Management
14 29 (17.06%) Functional Programming
Programming Languages
1 70 (41.18%) Python
2 68 (40.00%) SQL
3 51 (30.00%) Java
4 50 (29.41%) JavaScript
5 32 (18.82%) Scala
6 31 (18.24%) Bash
6 31 (18.24%) Ruby
7 24 (14.12%) TypeScript
8 14 (8.24%) Go
9 13 (7.65%) C#
10 10 (5.88%) R
10 10 (5.88%) VB
11 9 (5.29%) PL/SQL
12 1 (0.59%) Kotlin
Qualifications
1 75 (44.12%) Degree
2 36 (21.18%) Computer Science Degree
3 11 (6.47%) Master's Degree
4 1 (0.59%) Numerate Degree
Quality Assurance & Compliance
1 90 (52.94%) Data Quality
2 10 (5.88%) QA
System Software
1 60 (35.29%) Docker
Systems Management
1 48 (28.24%) Kubernetes
2 45 (26.47%) Ansible
2 45 (26.47%) Terraform
3 31 (18.24%) Prometheus
4 16 (9.41%) Puppet
5 6 (3.53%) Marathon
Vendors
1 37 (21.76%) Microsoft
2 31 (18.24%) AppDynamics
2 31 (18.24%) BT
2 31 (18.24%) Splunk
3 15 (8.82%) Syncsort
4 12 (7.06%) Salesforce.com
5 9 (5.29%) TIBCO
6 8 (4.71%) Oracle
7 4 (2.35%) Google
8 1 (0.59%) Atlassian
8 1 (0.59%) Progress