Period
to 1 June 2020

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Munging skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Munging over the 6 months to 1 June 2020 with a comparison to the same period in the previous 2 years.

Data Munging (Data Wrangling)
UK > England
6 months to
1 Jun 2020
Same period 2019 Same period 2018
Rank 707 973 1075
Rank change year-on-year +266 +102 +36
Permanent jobs citing Data Munging 127 100 94
As % of all permanent jobs advertised in England 0.16% 0.075% 0.058%
As % of the Processes & Methodologies category 0.17% 0.081% 0.063%
Number of salaries quoted 106 77 82
Median annual salary £67,500 £65,000 £65,000
Median salary % change year-on-year +3.85% - +8.33%
10th Percentile £46,250 £43,750 £40,188
90th Percentile £90,625 £90,000 £87,500
UK median annual salary £67,500 £60,000 £65,000
% change year-on-year +12.50% -7.69% +8.33%

Data Munging 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 75,483 123,417 149,673
As % of all permanent IT jobs advertised in England 92.34% 92.21% 92.25%
Number of salaries quoted 60,394 97,490 121,263
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £31,500 £30,000 £29,750
90th Percentile £90,000 £86,250 £82,500
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Data Munging
Job Vacancy Trend in England

Job postings citing Data Munging as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Munging in England

Data Munging
Salary Trend in England

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

Salary trend for Data Munging in England

Data Munging
Salary Histogram in England

Salary distribution for jobs citing Data Munging in England over the 6 months to 1 June 2020.

Salary histogram for Data Munging in England

Data Munging
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Munging within the England region over the 6 months to 1 June 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
London +188 97 £70,000 -3.45% 1
South East +128 13 £67,500 +12.50% 2
North of England +116 11 £47,500 -17.32%
North West +92 10 £47,500 -17.32%
Midlands +73 5 £77,500 +63.16%
West Midlands +67 5 £77,500 +63.16%
South West +94 2 £50,550 +49.78%
East of England +72 2 £45,000 -21.74% 3
Yorkshire - 1 £52,500 -
Data Munging
UK

For the 6 months to 1 June 2020, IT jobs citing Data Munging 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 England region with a requirement for Data Munging.

1 98 (77.17%) SQL
2 97 (76.38%) Analytics
3 86 (67.72%) Python
4 82 (64.57%) Apache Spark
5 80 (62.99%) AWS
6 79 (62.20%) Data Science
7 76 (59.84%) Hadoop
8 72 (56.69%) Big Data
9 66 (51.97%) GCP
10 63 (49.61%) ETL
11 61 (48.03%) Google
11 61 (48.03%) NoSQL
12 54 (42.52%) Azure
12 54 (42.52%) Spark Streaming
13 53 (41.73%) Artificial Intelligence
14 52 (40.94%) Amazon Redshift
15 49 (38.58%) Software Engineering
15 49 (38.58%) Agile Software Development
16 48 (37.80%) Kubernetes
17 47 (37.01%) Docker
17 47 (37.01%) Visualisation
18 44 (34.65%) Amazon EMR
18 44 (34.65%) Terraform
18 44 (34.65%) Project Management
19 43 (33.86%) Configuration Management
19 43 (33.86%) Continuous Integration
19 43 (33.86%) TensorFlow
19 43 (33.86%) Data Engineering
19 43 (33.86%) Ansible
19 43 (33.86%) Jenkins

Data Munging
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 82 (64.57%) Apache Spark
2 22 (17.32%) Apache Airflow
3 18 (14.17%) Luigi
4 8 (6.30%) Jupyter
5 7 (5.51%) SAS
6 4 (3.15%) Elasticsearch
7 3 (2.36%) IPython
8 1 (0.79%) Apache
8 1 (0.79%) IIS
Business Applications
1 5 (3.94%) SAP CRM
1 5 (3.94%) SAP ERP
1 5 (3.94%) SAP IS-U
Cloud Services
1 80 (62.99%) AWS
2 66 (51.97%) GCP
3 54 (42.52%) Azure
4 44 (34.65%) Amazon EMR
5 25 (19.69%) IBM Cloud
6 18 (14.17%) Amazon EC2
6 18 (14.17%) Amazon S3
7 15 (11.81%) Power Platform
8 10 (7.87%) Amazon SageMaker
9 9 (7.09%) Amazon Kinesis
10 6 (4.72%) Azure Machine Learning
11 5 (3.94%) Cloud Computing
11 5 (3.94%) Serverless
12 4 (3.15%) Azure Data Factory
13 1 (0.79%) Amazon Cognito
13 1 (0.79%) AWS Lambda
13 1 (0.79%) Google Analytics
Communications & Networking
1 1 (0.79%) Broadband
Database & Business Intelligence
1 76 (59.84%) Hadoop
2 72 (56.69%) Big Data
3 61 (48.03%) NoSQL
4 52 (40.94%) Amazon Redshift
5 40 (31.50%) Neo4j
6 30 (23.62%) PostgreSQL
7 29 (22.83%) BigQuery
8 26 (20.47%) Amazon Athena
9 22 (17.32%) Relational Database
10 18 (14.17%) Amazon DynamoDB
10 18 (14.17%) Amazon RDS
10 18 (14.17%) Azkaban
11 15 (11.81%) Power BI
12 14 (11.02%) Data Warehouse
13 10 (7.87%) Electronic Patient Records
14 9 (7.09%) Data Mining
15 8 (6.30%) Qlik Sense
15 8 (6.30%) QlikView
15 8 (6.30%) SQL Server
16 7 (5.51%) Looker
Development Applications
1 43 (33.86%) Jenkins
2 35 (27.56%) Atlassian Bamboo
2 35 (27.56%) Vagrant
3 10 (7.87%) Git (software)
4 7 (5.51%) Artifactory
4 7 (5.51%) Bitbucket
4 7 (5.51%) Maven
5 3 (2.36%) Subversion
6 1 (0.79%) Flyway
6 1 (0.79%) Liquibase
General
1 30 (23.62%) Manufacturing
2 29 (22.83%) Retail
3 24 (18.90%) Finance
4 11 (8.66%) Marketing
5 9 (7.09%) Automotive
5 9 (7.09%) Banking
5 9 (7.09%) Public Sector
6 3 (2.36%) Billing
7 2 (1.57%) Pharmaceutical
8 1 (0.79%) Advertising
8 1 (0.79%) Games
Job Titles
1 58 (45.67%) Data Engineer
2 17 (13.39%) Analyst
2 17 (13.39%) Architect
3 14 (11.02%) Data Analyst
3 14 (11.02%) Data Scientist
4 13 (10.24%) Platform Engineer
5 11 (8.66%) Data Architect
6 9 (7.09%) Artificial Intelligence Engineer
6 9 (7.09%) Senior Architect
6 9 (7.09%) Senior Data Scientist
7 8 (6.30%) Big Data Architect
7 8 (6.30%) Lead Architect
7 8 (6.30%) Lead Data Architect
7 8 (6.30%) Senior Data Architect
7 8 (6.30%) Senior Technical Architect
7 8 (6.30%) Technical Architect
7 8 (6.30%) Technical Leader
8 6 (4.72%) Platform Architect
8 6 (4.72%) Python Engineer
9 5 (3.94%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 54 (42.52%) Spark Streaming
2 43 (33.86%) TensorFlow
3 31 (24.41%) Kafka
4 20 (15.75%) Natural Language Processing
5 14 (11.02%) scikit-learn
6 13 (10.24%) Apache NiFi
7 10 (7.87%) MXNet
8 9 (7.09%) H2O
8 9 (7.09%) PyTorch
9 4 (3.15%) JSON
9 4 (3.15%) Web Services
9 4 (3.15%) XML
10 3 (2.36%) ggplot
10 3 (2.36%) Matplotlib
10 3 (2.36%) Pandas
10 3 (2.36%) REST
10 3 (2.36%) Seaborn
11 2 (1.57%) SOAP
12 1 (0.79%) ASP.NET
12 1 (0.79%) CSS
Miscellaneous
1 29 (22.83%) Blog
2 28 (22.05%) Acoustics
3 25 (19.69%) Analytical Skills
4 20 (15.75%) Data Structures
5 17 (13.39%) Management Information System
6 8 (6.30%) Algorithms
7 5 (3.94%) Analytical Mindset
8 4 (3.15%) Credit Risk
8 4 (3.15%) Self-Motivation
9 3 (2.36%) Social Media
10 2 (1.57%) Greenfield Project
11 1 (0.79%) Linux Command Line
11 1 (0.79%) Mobile Games
Operating Systems
1 7 (5.51%) Unix
2 2 (1.57%) Linux
3 1 (0.79%) Android
3 1 (0.79%) Apple iOS
3 1 (0.79%) Windows
3 1 (0.79%) Windows Server
3 1 (0.79%) Windows Server 2012
Processes & Methodologies
1 97 (76.38%) Analytics
2 79 (62.20%) Data Science
3 63 (49.61%) ETL
4 53 (41.73%) Artificial Intelligence
5 49 (38.58%) Agile Software Development
5 49 (38.58%) Software Engineering
6 47 (37.01%) Visualisation
7 44 (34.65%) Project Management
8 43 (33.86%) Configuration Management
8 43 (33.86%) Continuous Integration
8 43 (33.86%) Data Engineering
9 42 (33.07%) Unit Testing
10 41 (32.28%) Data Analytics
11 37 (29.13%) Machine Learning
12 34 (26.77%) Statistics
13 32 (25.20%) DevOps
14 28 (22.05%) Image Processing
15 27 (21.26%) Translating Business Requirements
16 24 (18.90%) Business Intelligence
17 22 (17.32%) Computer Science
Programming Languages
1 98 (77.17%) SQL
2 86 (67.72%) Python
3 41 (32.28%) Java
4 27 (21.26%) Scala
5 19 (14.96%) R
6 18 (14.17%) C++
7 12 (9.45%) JavaScript
8 7 (5.51%) PL/SQL
9 5 (3.94%) C#
10 2 (1.57%) Go
11 1 (0.79%) T-SQL
Qualifications
1 34 (26.77%) Degree
2 16 (12.60%) Computer Science Degree
3 8 (6.30%) PhD
4 5 (3.94%) Numerate Degree
5 2 (1.57%) Master's Degree
6 1 (0.79%) Security Cleared
Quality Assurance & Compliance
1 9 (7.09%) GDPR
2 6 (4.72%) Data Quality
3 4 (3.15%) Basel II
3 4 (3.15%) Basel III
System Software
1 47 (37.01%) Docker
2 35 (27.56%) VirtualBox
Systems Management
1 48 (37.80%) Kubernetes
2 44 (34.65%) Terraform
3 43 (33.86%) Ansible
3 43 (33.86%) Docker Swarm
Vendors
1 61 (48.03%) Google
2 43 (33.86%) Cloudera
3 36 (28.35%) Hortonworks
4 25 (19.69%) IBM
5 24 (18.90%) Talend
6 22 (17.32%) Tableau
7 15 (11.81%) Informatica
8 12 (9.45%) Oracle
9 11 (8.66%) Databricks
10 10 (7.87%) Dataiku
11 9 (7.09%) Ab Initio
11 9 (7.09%) Facebook
12 7 (5.51%) Hitachi
13 6 (4.72%) SnapLogic
14 5 (3.94%) Jitterbit
14 5 (3.94%) SAP
15 4 (3.15%) Alteryx
16 3 (2.36%) EXASOL
16 3 (2.36%) MicroStrategy
17 1 (0.79%) ESRI