Period
to 24 May 2020

The following table provides summary statistics for permanent job vacancies advertised in the South East with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 24 May 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
24 May 2020
Same period 2019 Same period 2018
Rank 134 173 194
Rank change year-on-year +39 +21 +4
Permanent jobs citing Data Modelling 364 501 509
As % of all permanent jobs advertised in the South East 2.18% 1.91% 1.68%
As % of the Processes & Methodologies category 2.39% 2.08% 1.86%
Number of salaries quoted 299 385 413
Median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £38,750 £36,750 £37,500
90th Percentile £85,000 £83,750 £79,550
England median annual salary £62,500 £62,500 £55,750
% change year-on-year - +12.11% +1.36%

Data Modelling 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 the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Permanent vacancies with a requirement for process or methodology skills 15,248 24,074 27,371
As % of all permanent IT jobs advertised in the South East 91.19% 91.61% 90.18%
Number of salaries quoted 12,204 19,359 22,654
Median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -
10th Percentile £31,250 £28,000 £27,500
90th Percentile £77,500 £73,750 £70,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Data Modelling
Job Vacancy Trend in the South East

Job postings citing Data Modelling as a proportion of all IT jobs advertised in the South East.

Job vacancy trend for Data Modelling in the South East

Data Modelling
Salary Trend in the South East

3-month moving average salary quoted in jobs citing Data Modelling in the South East.

Salary trend for Data Modelling in the South East

Data Modelling
Salary Histogram in the South East

Salary distribution for jobs citing Data Modelling in the South East over the 6 months to 24 May 2020.

Salary histogram for Data Modelling in the South East

Data Modelling
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the South East region over the 6 months to 24 May 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
Thames Valley +12 147 £60,000 - 9
Surrey +64 86 £65,000 - 11
Berkshire -9 80 £62,500 +4.17% 3
Hampshire +32 58 £55,000 - 4
West Sussex +7 47 £55,000 -12.00%
Buckinghamshire +33 34 £60,000 +23.08% 4
Oxfordshire +25 33 £48,750 -27.24% 2
East Sussex +26 21 £52,500 +5.00% 2
Kent +35 3 £57,500 +41.98% 1
Data Modelling
England

For the 6 months to 24 May 2020, IT jobs citing Data Modelling 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 South East region with a requirement for Data Modelling.

1 176 (48.35%) SQL
2 162 (44.51%) Business Intelligence
3 128 (35.16%) Agile Software Development
4 117 (32.14%) Finance
5 113 (31.04%) SQL Server
5 113 (31.04%) Power BI
5 113 (31.04%) Power Platform
6 110 (30.22%) ETL
7 99 (27.20%) Data Warehouse
8 96 (26.37%) Microsoft
9 91 (25.00%) Python
10 84 (23.08%) SQL Server Integration Services
11 73 (20.05%) Analytical Skills
12 71 (19.51%) Azure
13 70 (19.23%) Analytics
13 70 (19.23%) SQL Server Reporting Services
14 61 (16.76%) Data Quality
15 60 (16.48%) Oracle
16 58 (15.93%) Visualisation
17 56 (15.38%) Data Integration
17 56 (15.38%) Big Data
18 55 (15.11%) Logical Data Model
19 54 (14.84%) AWS
20 50 (13.74%) Data Architecture
21 49 (13.46%) Java
21 49 (13.46%) Data Analysis
22 47 (12.91%) Data Management
22 47 (12.91%) Data Lake
23 45 (12.36%) Relational Database
24 44 (12.09%) Data Strategy

Data Modelling
Co-occurring IT Skills in the South East 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 25 (6.87%) Apache Spark
2 18 (4.95%) Apache
3 9 (2.47%) SharePoint
4 8 (2.20%) Oracle Coherence
5 6 (1.65%) Apache Airflow
5 6 (1.65%) Oracle Spatial
6 4 (1.10%) Confluence
6 4 (1.10%) Jupyter
6 4 (1.10%) SAS
7 3 (0.82%) Apache Synapse
7 3 (0.82%) CMS
8 2 (0.55%) ArcGIS
8 2 (0.55%) Elasticsearch
8 2 (0.55%) IPython
8 2 (0.55%) WebSphere
8 2 (0.55%) WebSphere Application Server
9 1 (0.27%) MQSeries
Applications
1 21 (5.77%) Microsoft Excel
2 13 (3.57%) Microsoft Office
3 5 (1.37%) MS Visio
3 5 (1.37%) Spreadsheet
4 4 (1.10%) Microsoft PowerPoint
Business Applications
1 14 (3.85%) Dynamics CRM
2 7 (1.92%) SAP MDG
3 5 (1.37%) SAP MDM
4 4 (1.10%) Dynamics AX
5 3 (0.82%) Dynamics NAV
5 3 (0.82%) NetSuite
6 2 (0.55%) SAP IBP
6 2 (0.55%) Sparx Enterprise Architect
7 1 (0.27%) Cognos TM1
7 1 (0.27%) SAP BPC
7 1 (0.27%) SAP ERP
7 1 (0.27%) SAP HCM
Cloud Services
1 113 (31.04%) Power Platform
2 71 (19.51%) Azure
3 54 (14.84%) AWS
4 11 (3.02%) Amazon S3
4 11 (3.02%) Dynamics 365
4 11 (3.02%) SaaS
4 11 (3.02%) Serverless
5 9 (2.47%) AWS Lambda
5 9 (2.47%) Azure Data Factory
5 9 (2.47%) Azure Machine Learning
6 8 (2.20%) GCP
7 7 (1.92%) AWS CloudFormation
7 7 (1.92%) Boomi
8 6 (1.65%) Amazon EC2
8 6 (1.65%) Amazon SQS
9 5 (1.37%) Amazon EMR
9 5 (1.37%) Cloud Computing
9 5 (1.37%) GitHub
10 3 (0.82%) PowerApps
10 3 (0.82%) SuccessFactors
Communications & Networking
1 3 (0.82%) Internet
2 1 (0.27%) Firewall
2 1 (0.27%) HTTP
2 1 (0.27%) NAS
2 1 (0.27%) SAN
Database & Business Intelligence
1 113 (31.04%) Power BI
1 113 (31.04%) SQL Server
2 99 (27.20%) Data Warehouse
3 84 (23.08%) SQL Server Integration Services
4 70 (19.23%) SQL Server Reporting Services
5 56 (15.38%) Big Data
6 47 (12.91%) Data Lake
7 45 (12.36%) Relational Database
8 43 (11.81%) SQL Server Analysis Services
9 33 (9.07%) RDBMS
10 30 (8.24%) Enterprise Data Warehouse
10 30 (8.24%) NoSQL
11 28 (7.69%) Hadoop
12 24 (6.59%) PostgreSQL
13 21 (5.77%) Amazon Redshift
13 21 (5.77%) BusinessObjects
13 21 (5.77%) QlikView
14 19 (5.22%) Azure SQL Database
15 15 (4.12%) MongoDB
16 14 (3.85%) Azure SQL Data Warehouse
Development Applications
1 10 (2.75%) LSMW
2 7 (1.92%) Selenium
3 6 (1.65%) Jenkins
3 6 (1.65%) JIRA
3 6 (1.65%) SQL Server Management Studio (SSMS)
4 5 (1.37%) Atlassian Bamboo
4 5 (1.37%) JUnit
4 5 (1.37%) Mockito
4 5 (1.37%) PowerBuilder
4 5 (1.37%) Team Foundation Server
4 5 (1.37%) Toad
4 5 (1.37%) tSQLt
4 5 (1.37%) Visual Studio
5 3 (0.82%) Git (software)
5 3 (0.82%) Travis CI
6 2 (0.55%) Bitbucket
6 2 (0.55%) ER Studio
6 2 (0.55%) ERwin
6 2 (0.55%) Visual Studio Team System
7 1 (0.27%) Artifactory
General
1 117 (32.14%) Finance
2 21 (5.77%) Telecoms
3 19 (5.22%) Marketing
4 11 (3.02%) Banking
5 10 (2.75%) Manufacturing
6 5 (1.37%) Financial Institution
6 5 (1.37%) Law
7 4 (1.10%) Aerospace
7 4 (1.10%) Pharmaceutical
7 4 (1.10%) Public Sector
8 3 (0.82%) Advertising
8 3 (0.82%) Automotive
8 3 (0.82%) Retail
9 2 (0.55%) Back Office
9 2 (0.55%) Legal
9 2 (0.55%) Local Government
9 2 (0.55%) Police
10 1 (0.27%) Publishing
Job Titles
1 115 (31.59%) Developer
2 77 (21.15%) Analyst
3 50 (13.74%) Architect
4 30 (8.24%) Business Intelligence Developer
5 29 (7.97%) Data Analyst
5 29 (7.97%) SQL Developer
6 28 (7.69%) Data Architect
7 25 (6.87%) Technical Leader
8 24 (6.59%) Data Engineer
9 22 (6.04%) Business Analyst
10 21 (5.77%) Data Warehouse Developer
11 20 (5.49%) Designer
12 19 (5.22%) Senior Developer
12 19 (5.22%) SSIS Developer
12 19 (5.22%) T-SQL Developer
13 17 (4.67%) Business Intelligence Analyst
14 15 (4.12%) Consultant
14 15 (4.12%) SSRS Developer
15 14 (3.85%) Systems Analyst
15 14 (3.85%) Systems Designer
Libraries, Frameworks & Software Standards
1 31 (8.52%) .NET
2 18 (4.95%) Web Services
3 13 (3.57%) NumPy
3 13 (3.57%) Pandas
3 13 (3.57%) REST
3 13 (3.57%) Spring
4 12 (3.30%) XML
5 10 (2.75%) JSON
5 10 (2.75%) RESTful
5 10 (2.75%) scikit-learn
5 10 (2.75%) Spring Boot
6 9 (2.47%) AngularJS
7 8 (2.20%) BAPI
7 8 (2.20%) CSS
7 8 (2.20%) HTML
7 8 (2.20%) SciPy
8 7 (1.92%) J2EE
9 6 (1.65%) Apache Camel
9 6 (1.65%) Kafka
9 6 (1.65%) Node.js
Miscellaneous
1 73 (20.05%) Analytical Skills
2 42 (11.54%) Management Information System
3 31 (8.52%) Reinsurance
4 25 (6.87%) Enterprise Software
5 23 (6.32%) Tandem
6 19 (5.22%) Data Structures
7 11 (3.02%) Self-Motivation
8 5 (1.37%) Cloud Native
8 5 (1.37%) Clustering
8 5 (1.37%) N-Tier
8 5 (1.37%) Replication
9 4 (1.10%) Algorithms
9 4 (1.10%) Analytical Mindset
9 4 (1.10%) Cyberthreat
9 4 (1.10%) Reference Data
9 4 (1.10%) User Experience
10 2 (0.55%) Cybercrime
10 2 (0.55%) Greenfield Project
10 2 (0.55%) Internet of Things
10 2 (0.55%) PACS
Operating Systems
1 13 (3.57%) Linux
2 7 (1.92%) Unix
3 5 (1.37%) AIX
3 5 (1.37%) Windows
4 2 (0.55%) Android
5 1 (0.27%) Apple iOS
5 1 (0.27%) Windows Server
Processes & Methodologies
1 162 (44.51%) Business Intelligence
2 128 (35.16%) Agile Software Development
3 110 (30.22%) ETL
4 70 (19.23%) Analytics
5 58 (15.93%) Visualisation
6 56 (15.38%) Data Integration
7 55 (15.11%) Logical Data Model
8 50 (13.74%) Data Architecture
9 49 (13.46%) Data Analysis
10 47 (12.91%) Data Management
11 44 (12.09%) Data Strategy
12 43 (11.81%) Problem-Solving
13 40 (10.99%) Project Management
14 37 (10.16%) DevOps
15 35 (9.62%) SDLC
15 35 (9.62%) Use Case
16 32 (8.79%) Data Visualisation
17 31 (8.52%) Data Science
17 31 (8.52%) Migration
17 31 (8.52%) Physical Data Model
Programming Languages
1 176 (48.35%) SQL
2 91 (25.00%) Python
3 49 (13.46%) Java
4 40 (10.99%) T-SQL
5 36 (9.89%) C#
6 23 (6.32%) R
7 22 (6.04%) JavaScript
8 16 (4.40%) Scala
9 14 (3.85%) C++
9 14 (3.85%) PowerShell
10 12 (3.30%) Bash Shell
11 11 (3.02%) Go
12 9 (2.47%) VBA
13 8 (2.20%) Data Analysis Expressions (DAX)
13 8 (2.20%) Korn
13 8 (2.20%) VB.NET
14 7 (1.92%) PL/SQL
15 6 (1.65%) Shell Script
15 6 (1.65%) TypeScript
16 5 (1.37%) MATLAB
Qualifications
1 41 (11.26%) Degree
2 15 (4.12%) Security Cleared
3 11 (3.02%) TOGAF Certification
4 10 (2.75%) SC Cleared
5 9 (2.47%) Microsoft Certification
6 8 (2.20%) Computer Science Degree
7 4 (1.10%) DV Cleared
7 4 (1.10%) PhD
8 3 (0.82%) Master's Degree
9 2 (0.55%) MCITP
Quality Assurance & Compliance
1 61 (16.76%) Data Quality
2 20 (5.49%) SLA
3 11 (3.02%) GDPR
4 6 (1.65%) QA
5 1 (0.27%) ISO/IEC 27001
5 1 (0.27%) NIST
System Software
1 10 (2.75%) Docker
2 5 (1.37%) Virtual Machines
3 4 (1.10%) VMware Infrastructure
4 3 (0.82%) vSphere
5 1 (0.27%) HDFS
Systems Management
1 5 (1.37%) Kubernetes
2 2 (0.55%) Ansible
2 2 (0.55%) Netcool
2 2 (0.55%) Netcool/OMNIbus
2 2 (0.55%) Terraform
2 2 (0.55%) Tivoli
3 1 (0.27%) MOM
3 1 (0.27%) Opscode Chef
3 1 (0.27%) Puppet
3 1 (0.27%) vCenter Server
Vendors
1 96 (26.37%) Microsoft
2 60 (16.48%) Oracle
3 37 (10.16%) Tableau
4 25 (6.87%) Informatica
5 20 (5.49%) SAP
6 12 (3.30%) Cognos
7 8 (2.20%) Netezza
7 8 (2.20%) Teradata
8 7 (1.92%) Alteryx
8 7 (1.92%) ESRI
8 7 (1.92%) Hortonworks
8 7 (1.92%) Talend
9 5 (1.37%) Google
9 5 (1.37%) MicroStrategy
9 5 (1.37%) Salesforce.com
10 4 (1.10%) Databricks
10 4 (1.10%) IBM
10 4 (1.10%) TIBCO
10 4 (1.10%) VMware
11 3 (0.82%) Dataiku