Period
to 19 October 2019

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 19 October 2019 with a comparison to the same period in the previous 2 years.

Data Munging (Data Wrangling)
UK > England
6 months to
19 Oct 2019
Same period 2018 Same period 2017
Rank 939 1043 1114
Rank change year-on-year +104 +71 +36
Permanent jobs citing Data Munging 106 89 62
As % of all permanent IT jobs advertised in England 0.084% 0.058% 0.038%
As % of the Processes & Methodologies category 0.091% 0.063% 0.041%
Number of salaries quoted 74 60 37
England median annual salary £70,000 £60,500 £52,500
Median salary % change year-on-year +15.70% +15.24% -19.23%
10th Percentile £40,000 £34,875 £31,750
90th Percentile £93,750 £80,000 £90,000
UK median annual salary £68,750 £61,000 £51,250
% change year-on-year +12.70% +19.02% -21.15%

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 116,011 141,052 151,421
As % of all permanent IT jobs advertised in England 92.14% 91.84% 92.33%
Number of salaries quoted 92,179 113,208 120,297
England median annual salary £52,500 £52,000 £50,000
Median salary % change year-on-year +0.96% +4.00% -
10th Percentile £30,000 £29,500 £28,500
90th Percentile £87,500 £85,000 £80,000
UK median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +4.17%

Data Munging
Job Vacancy Trend in England

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

Job vacancy trend for Data Munging in England

Data Munging
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Munging in England.

Salary trend for Data Munging in England

Data Munging
Salary Histogram in England

The salary distribution of IT jobs citing Data Munging in England over the 6 months to 19 October 2019.

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 19 October 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
London +121 67 £80,000 +23.08% 6
South East +42 13 £60,000 +20.00%
South West +20 10 £55,000 +33.33%
North of England +33 3 £57,500 +50.33% 1
East of England +70 2 £55,000 +15.79%
Midlands +24 2 £47,500 +11.76% 2
North West - 2 £62,500 - 1
West Midlands +28 1 £50,000 - 1
East Midlands +23 1 £45,000 +5.88% 1
Yorkshire +5 1 £52,500 +37.25%
Data Munging
UK

For the 6 months to 19 October 2019, 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 89 (83.96%) Python
2 88 (83.02%) SQL
3 72 (67.92%) Hadoop
4 70 (66.04%) Analytics
4 70 (66.04%) Apache Spark
5 64 (60.38%) Data Science
6 61 (57.55%) AWS
7 53 (50.00%) Google
7 53 (50.00%) Machine Learning
8 52 (49.06%) GCP
8 52 (49.06%) Visualisation
9 51 (48.11%) Azure
10 50 (47.17%) Artificial Intelligence
11 49 (46.23%) Big Data
12 44 (41.51%) ETL
13 43 (40.57%) R
14 41 (38.68%) Software Engineering
15 40 (37.74%) NoSQL
16 36 (33.96%) Unit Testing
16 36 (33.96%) Agile Software Development
17 35 (33.02%) Spark Streaming
17 35 (33.02%) Hortonworks
17 35 (33.02%) Cloudera
18 34 (32.08%) Docker
19 33 (31.13%) Data Analytics
19 33 (31.13%) Neo4j
19 33 (31.13%) Continuous Integration
20 31 (29.25%) Configuration Management
20 31 (29.25%) Ansible
20 31 (29.25%) Kubernetes

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 70 (66.04%) Apache Spark
2 8 (7.55%) SAS
3 4 (3.77%) IPython
3 4 (3.77%) Jupyter
4 2 (1.89%) Apache
4 2 (1.89%) Apache Pig
4 2 (1.89%) WebSphere
5 1 (0.94%) Apache Solr
5 1 (0.94%) Elasticsearch
Applications
1 4 (3.77%) Microsoft Excel
1 4 (3.77%) SPSS
Business Applications
1 1 (0.94%) SAP GTS
Cloud Services
1 61 (57.55%) AWS
2 52 (49.06%) GCP
3 51 (48.11%) Azure
4 21 (19.81%) Amazon EMR
5 20 (18.87%) IBM Cloud
6 14 (13.21%) Amazon SageMaker
7 6 (5.66%) Power Platform
8 4 (3.77%) AdWords
8 4 (3.77%) Google Analytics
9 3 (2.83%) SaaS
10 2 (1.89%) Amazon EC2
10 2 (1.89%) Amazon S3
10 2 (1.89%) AWS Data Pipeline
10 2 (1.89%) Azure Machine Learning
11 1 (0.94%) Amazon Kinesis
11 1 (0.94%) Cloud Computing
11 1 (0.94%) IaaS
11 1 (0.94%) PaaS
Database & Business Intelligence
1 72 (67.92%) Hadoop
2 49 (46.23%) Big Data
3 40 (37.74%) NoSQL
4 33 (31.13%) Neo4j
5 22 (20.75%) Data Warehouse
5 22 (20.75%) PostgreSQL
6 21 (19.81%) Amazon Athena
6 21 (19.81%) Amazon Redshift
7 13 (12.26%) Apache Hive
7 13 (12.26%) Electronic Patient Records
8 10 (9.43%) Data Mining
9 9 (8.49%) SQL Server
10 7 (6.60%) Flink
11 6 (5.66%) Azure SQL Data Warehouse
11 6 (5.66%) Looker
11 6 (5.66%) Pentaho
11 6 (5.66%) Power BI
12 5 (4.72%) QlikView
13 4 (3.77%) Cosmos DB
14 3 (2.83%) Impala
Development Applications
1 30 (28.30%) Atlassian Bamboo
1 30 (28.30%) Jenkins
1 30 (28.30%) Vagrant
2 4 (3.77%) Git (software)
2 4 (3.77%) Subversion
3 1 (0.94%) Visual Studio Team System
General
1 22 (20.75%) Retail
2 21 (19.81%) Manufacturing
3 12 (11.32%) Banking
3 12 (11.32%) Finance
4 11 (10.38%) Automotive
5 9 (8.49%) Public Sector
6 6 (5.66%) Marketing
7 4 (3.77%) Billing
7 4 (3.77%) Law
8 1 (0.94%) Financial Institution
8 1 (0.94%) Telecoms
Job Titles
1 37 (34.91%) Data Engineer
2 29 (27.36%) Data Scientist
3 13 (12.26%) Architect
4 11 (10.38%) Artificial Intelligence Engineer
5 10 (9.43%) Data Architect
6 8 (7.55%) Platform Engineer
7 7 (6.60%) Senior Data Scientist
8 6 (5.66%) Analyst
8 6 (5.66%) Analytics Manager
8 6 (5.66%) Developer
9 5 (4.72%) Data Analyst
9 5 (4.72%) Data Warehouse Developer
10 4 (3.77%) Digital Analytics Manager
10 4 (3.77%) Platform Architect
10 4 (3.77%) Principal Engineer
11 3 (2.83%) Machine Learning Scientist
11 3 (2.83%) Product Manager
12 2 (1.89%) Junior
12 2 (1.89%) Lead Architect
12 2 (1.89%) Sales Manager
Libraries, Frameworks & Software Standards
1 35 (33.02%) Spark Streaming
2 27 (25.47%) TensorFlow
3 26 (24.53%) Natural Language Processing
4 18 (16.98%) scikit-learn
5 14 (13.21%) MXNet
6 10 (9.43%) D3.js
7 8 (7.55%) REST
8 7 (6.60%) Web Services
9 6 (5.66%) Apache Beam
9 6 (5.66%) ggplot2
10 5 (4.72%) Pandas
11 4 (3.77%) ggplot
11 4 (3.77%) jQuery
11 4 (3.77%) JSON
11 4 (3.77%) Matplotlib
11 4 (3.77%) Seaborn
11 4 (3.77%) XML
12 2 (1.89%) JMS
12 2 (1.89%) WSDL
12 2 (1.89%) XSD
Miscellaneous
1 20 (18.87%) Blog
2 18 (16.98%) Acoustics
3 13 (12.26%) Algorithms
4 12 (11.32%) Analytical Skills
5 9 (8.49%) Greenfield Project
6 6 (5.66%) Linux Command Line
7 5 (4.72%) NHS
8 4 (3.77%) Management Information System
8 4 (3.77%) Social Media
9 3 (2.83%) Analytical Mindset
10 2 (1.89%) Data Structures
10 2 (1.89%) Life Science
10 2 (1.89%) Linked Data
10 2 (1.89%) Robotics
10 2 (1.89%) Self-Motivation
10 2 (1.89%) Virtual Team
11 1 (0.94%) Derivative
11 1 (0.94%) User Experience
Operating Systems
1 10 (9.43%) Linux
2 1 (0.94%) Unix
Processes & Methodologies
1 70 (66.04%) Analytics
2 64 (60.38%) Data Science
3 53 (50.00%) Machine Learning
4 52 (49.06%) Visualisation
5 50 (47.17%) Artificial Intelligence
6 44 (41.51%) ETL
7 41 (38.68%) Software Engineering
8 36 (33.96%) Agile Software Development
8 36 (33.96%) Unit Testing
9 33 (31.13%) Continuous Integration
9 33 (31.13%) Data Analytics
10 31 (29.25%) Configuration Management
11 30 (28.30%) Translating Business Requirements
12 27 (25.47%) Data Engineering
13 23 (21.70%) Data Modelling
14 21 (19.81%) Deep Learning
14 21 (19.81%) Sentiment Analysis
14 21 (19.81%) Statistical Analysis
15 18 (16.98%) Image Processing
15 18 (16.98%) Statistics
Programming Languages
1 89 (83.96%) Python
2 88 (83.02%) SQL
3 43 (40.57%) R
4 18 (16.98%) JavaScript
5 16 (15.09%) Java
5 16 (15.09%) Scala
6 5 (4.72%) T-SQL
7 3 (2.83%) PL/SQL
8 2 (1.89%) MATLAB
8 2 (1.89%) SPARQL
9 1 (0.94%) Bash Shell
9 1 (0.94%) C++
Qualifications
1 11 (10.38%) Degree
2 9 (8.49%) PhD
3 7 (6.60%) Computer Science Degree
4 6 (5.66%) Master's Degree
4 6 (5.66%) Security Cleared
5 4 (3.77%) DV Cleared
Quality Assurance & Compliance
1 4 (3.77%) QA
2 1 (0.94%) Data Quality
System Software
1 34 (32.08%) Docker
2 30 (28.30%) VirtualBox
3 6 (5.66%) HDFS
4 1 (0.94%) Apache Flume
Systems Management
1 31 (29.25%) Ansible
1 31 (29.25%) Docker Swarm
1 31 (29.25%) Kubernetes
1 31 (29.25%) Terraform
2 1 (0.94%) Hadoop YARN
Vendors
1 53 (50.00%) Google
2 35 (33.02%) Cloudera
2 35 (33.02%) Hortonworks
3 27 (25.47%) Talend
4 26 (24.53%) Informatica
5 22 (20.75%) IBM
6 16 (15.09%) Dataiku
7 14 (13.21%) Databricks
7 14 (13.21%) Tableau
8 9 (8.49%) Oracle
9 6 (5.66%) Alteryx
10 4 (3.77%) Ensighten
10 4 (3.77%) EXASOL
10 4 (3.77%) MicroStrategy
10 4 (3.77%) Tealium
11 3 (2.83%) SAP
11 3 (2.83%) Syncsort
12 2 (1.89%) Blue Prism
12 2 (1.89%) SnapLogic
12 2 (1.89%) TIBCO