Period
to 16 February 2020

The following table provides summary statistics for permanent job vacancies 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 16 February 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
16 Feb 2020
Same period 2019 Same period 2018
Rank 152 169 182
Rank change year-on-year +17 +13 +22
Permanent jobs citing Data Modelling 2,759 3,200 3,516
As % of all permanent IT jobs advertised in the UK 2.25% 2.13% 2.00%
As % of the Processes & Methodologies category 2.45% 2.31% 2.17%
Number of salaries quoted 2,086 2,398 2,548
UK median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £37,500 £37,500 £36,250
90th Percentile £95,000 £90,000 £86,625
UK excluding London median annual salary £52,500 £53,252 £50,000
% change year-on-year -1.41% +6.50% +5.26%

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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 112,571 138,810 162,377
As % of all permanent IT jobs advertised in the UK 91.95% 92.19% 92.23%
Number of salaries quoted 89,192 109,498 131,881
UK median annual salary £53,000 £52,500 £50,000
Median salary % change year-on-year +0.95% +5.00% +5.26%
10th Percentile £30,750 £30,000 £28,750
90th Percentile £88,750 £85,000 £80,000
UK excluding London median annual salary £47,000 £45,000 £45,000
% change year-on-year +4.44% - +5.88%

Data Modelling
Job Vacancy Trend

Job postings citing Data Modelling as a percentage of all IT jobs advertised.

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

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

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

The salary distribution of IT jobs citing Data Modelling over the 6 months to 16 February 2020.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the UK over the 6 months to 16 February 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
England +13 2,593 £60,000 - 478
London +28 1,456 £70,000 +3.70% 214
UK excluding London 0 1,216 £52,500 -1.41% 290
South East -18 380 £60,000 +3.90% 85
North of England +15 324 £50,750 -1.46% 69
Midlands +43 181 £43,560 -15.88% 46
North West +9 171 £54,486 -0.94% 34
East of England +69 136 £62,500 +14.16% 22
West Midlands +42 132 £44,000 -15.62% 33
South West +16 112 £47,500 - 41
Yorkshire -9 109 £48,750 +2.63% 26
Scotland -45 60 £47,500 - 16
East Midlands +20 49 £40,000 -20.00% 13
North East +29 44 £54,671 +14.76% 9
Wales -7 20 £42,500 +0.72% 9
Northern Ireland -6 4 £37,500 -9.64% 2

For the 6 months to 16 February 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 with a requirement for Data Modelling.

1 1,451 (52.59%) SQL
2 1,191 (43.17%) Business Intelligence
3 1,051 (38.09%) Agile Software Development
4 896 (32.48%) Data Warehouse
5 846 (30.66%) Analytics
6 838 (30.37%) ETL
7 761 (27.58%) Finance
8 718 (26.02%) SQL Server
9 663 (24.03%) Python
10 591 (21.42%) Analytical Skills
11 561 (20.33%) Azure
12 550 (19.93%) Microsoft
13 522 (18.92%) Power BI
13 522 (18.92%) Power Platform
14 484 (17.54%) Big Data
15 473 (17.14%) AWS
16 459 (16.64%) SQL Server Integration Services
17 387 (14.03%) Data Science
18 385 (13.95%) Data Architecture
19 378 (13.70%) Data Analysis
20 376 (13.63%) Visualisation
21 365 (13.23%) Problem-Solving
22 363 (13.16%) Oracle
23 341 (12.36%) Tableau
24 338 (12.25%) Data Quality
25 336 (12.18%) Java
26 305 (11.05%) Degree
27 302 (10.95%) Data Management
28 301 (10.91%) Hadoop
29 298 (10.80%) SQL Server Reporting Services

Data Modelling
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
1 269 (9.75%) Apache Spark
2 66 (2.39%) Apache
3 63 (2.28%) SAS
4 52 (1.88%) Apache Airflow
5 51 (1.85%) Confluence
6 31 (1.12%) Elasticsearch
7 26 (0.94%) SharePoint
8 23 (0.83%) Oracle SOA Suite
9 19 (0.69%) CMS
10 17 (0.62%) Jupyter
11 13 (0.47%) Oracle Workflow
12 11 (0.40%) Apache Pig
12 11 (0.40%) Luigi
13 8 (0.29%) IPython
14 7 (0.25%) BizTalk Server
15 6 (0.22%) Red Hat Fuse
16 5 (0.18%) NServiceBus
16 5 (0.18%) WebSphere
17 4 (0.14%) Oracle Spatial
17 4 (0.14%) Tomcat
Applications
1 166 (6.02%) Microsoft Excel
2 64 (2.32%) Microsoft Office
3 57 (2.07%) MS Visio
4 28 (1.01%) Microsoft PowerPoint
5 27 (0.98%) SPSS
6 7 (0.25%) Spreadsheet
7 4 (0.14%) SPSS Modeler
8 3 (0.11%) Microsoft Project
9 1 (0.036%) GNU Octave
Business Applications
1 28 (1.01%) Dynamics CRM
2 23 (0.83%) Sparx Enterprise Architect
3 19 (0.69%) Dynamics GP
4 17 (0.62%) Oracle EBS
5 15 (0.54%) NetSuite
6 12 (0.43%) Oracle ERP
7 10 (0.36%) Oracle Applications
8 9 (0.33%) Oracle EBS R12
8 9 (0.33%) Salesforce.com CRM
8 9 (0.33%) SAP S/4HANA
9 8 (0.29%) SAP HCM
9 8 (0.29%) SAP MDG
10 7 (0.25%) Cognos Business Intelligence
10 7 (0.25%) Dynamics AX
11 4 (0.14%) Dynamics NAV
11 4 (0.14%) FastStats
11 4 (0.14%) Oracle Receivables
11 4 (0.14%) PolarLake
11 4 (0.14%) SAP BPC
11 4 (0.14%) SAP CAR
Cloud Services
1 561 (20.33%) Azure
2 522 (18.92%) Power Platform
3 473 (17.14%) AWS
4 156 (5.65%) GCP
5 93 (3.37%) Amazon S3
6 87 (3.15%) Azure Data Factory
7 84 (3.04%) Serverless
8 70 (2.54%) Cloud Computing
9 58 (2.10%) SaaS
10 51 (1.85%) Amazon EMR
10 51 (1.85%) AWS Lambda
11 42 (1.52%) Amazon Kinesis
12 37 (1.34%) Salesforce Service Cloud
13 32 (1.16%) Dynamics 365
14 27 (0.98%) Amazon EC2
15 26 (0.94%) Google Analytics
16 24 (0.87%) PaaS
17 22 (0.80%) Office 365
18 21 (0.76%) GitHub
19 17 (0.62%) Oracle Service Cloud
Communications & Networking
1 15 (0.54%) Firewall
2 13 (0.47%) HTTP
3 7 (0.25%) Internet
4 6 (0.22%) DSL
5 5 (0.18%) FTP
6 4 (0.14%) ATM
6 4 (0.14%) Radio Access Network
6 4 (0.14%) WAN
7 3 (0.11%) Broadband
7 3 (0.11%) Ethernet
7 3 (0.11%) LAN
7 3 (0.11%) LLU
8 2 (0.072%) Cisco ASA
8 2 (0.072%) Cisco IOS
8 2 (0.072%) TCP/IP
8 2 (0.072%) VLAN
8 2 (0.072%) VoIP
8 2 (0.072%) VPLS
8 2 (0.072%) VPN
8 2 (0.072%) Wireless
Database & Business Intelligence
1 896 (32.48%) Data Warehouse
2 718 (26.02%) SQL Server
3 522 (18.92%) Power BI
4 484 (17.54%) Big Data
5 459 (16.64%) SQL Server Integration Services
6 301 (10.91%) Hadoop
7 298 (10.80%) SQL Server Reporting Services
8 283 (10.26%) NoSQL
9 277 (10.04%) Relational Database
10 241 (8.74%) SQL Server Analysis Services
11 203 (7.36%) Data Lake
12 179 (6.49%) Apache Hive
13 169 (6.13%) Snowflake Schema
14 167 (6.05%) Amazon Redshift
15 113 (4.10%) RDBMS
16 111 (4.02%) BusinessObjects
17 107 (3.88%) PostgreSQL
18 103 (3.73%) Azure SQL Database
19 89 (3.23%) QlikView
20 85 (3.08%) Data Mining
Development Applications
1 210 (7.61%) Git (software)
2 133 (4.82%) JIRA
3 61 (2.21%) ERwin
4 52 (1.88%) Team Foundation Server
5 51 (1.85%) Octopus Deploy
6 47 (1.70%) NUnit
7 43 (1.56%) Jenkins
7 43 (1.56%) Selenium
8 42 (1.52%) Visual Studio
9 40 (1.45%) Visual Studio Team System
10 38 (1.38%) Oracle Forms
11 33 (1.20%) Jasmine
12 31 (1.12%) Karma Test Runner
12 31 (1.12%) SpecFlow
13 26 (0.94%) SoapUI
14 25 (0.91%) SQL Server Management Studio (SSMS)
15 22 (0.80%) ProC
16 17 (0.62%) JUnit
17 16 (0.58%) Eclipse
17 16 (0.58%) Subversion
General
1 761 (27.58%) Finance
2 137 (4.97%) Marketing
3 103 (3.73%) Retail
4 96 (3.48%) Banking
5 74 (2.68%) Telecoms
6 68 (2.46%) Legal
7 44 (1.59%) Advertising
8 43 (1.56%) Public Sector
9 33 (1.20%) Games
9 33 (1.20%) Pharmaceutical
10 29 (1.05%) Manufacturing
11 27 (0.98%) Law
12 19 (0.69%) Front Office
13 18 (0.65%) Automotive
14 17 (0.62%) Publishing
15 16 (0.58%) Aerospace
15 16 (0.58%) Billing
15 16 (0.58%) Investment Banking
16 9 (0.33%) Financial Institution
17 7 (0.25%) Electronics
Job Titles
1 720 (26.10%) Developer
2 647 (23.45%) Analyst
3 491 (17.80%) Architect
4 304 (11.02%) Data Architect
5 303 (10.98%) Data Engineer
6 247 (8.95%) Business Analyst
7 227 (8.23%) Business Intelligence Developer
8 180 (6.52%) Data Analyst
9 138 (5.00%) Business Intelligence Analyst
10 124 (4.49%) Consultant
10 124 (4.49%) Senior Developer
11 123 (4.46%) SQL Developer
12 94 (3.41%) Senior Analyst
12 94 (3.41%) Solutions Architect
13 69 (2.50%) Data Scientist
14 62 (2.25%) SQL Analyst
15 61 (2.21%) Analyst Developer
15 61 (2.21%) Senior Data Engineer
16 58 (2.10%) Data Modeller
17 55 (1.99%) ETL Developer
Libraries, Frameworks & Software Standards
1 172 (6.23%) REST
2 167 (6.05%) .NET
3 161 (5.84%) Kafka
4 157 (5.69%) XML
5 148 (5.36%) Web Services
6 107 (3.88%) SOAP
7 90 (3.26%) CSS
8 84 (3.04%) JSON
9 81 (2.94%) HTML
10 76 (2.75%) AngularJS
10 76 (2.75%) RESTful
11 75 (2.72%) ASP.NET
12 52 (1.88%) MDX
13 48 (1.74%) WCF
14 45 (1.63%) React
15 43 (1.56%) Middleware
16 41 (1.49%) Natural Language Processing
17 40 (1.45%) ASP.NET Web Forms
18 36 (1.30%) ASP.NET Web API
19 35 (1.27%) RabbitMQ
Miscellaneous
1 591 (21.42%) Analytical Skills
2 192 (6.96%) Data Structures
3 173 (6.27%) Management Information System
4 141 (5.11%) Self-Motivation
5 69 (2.50%) Enterprise Software
6 67 (2.43%) Algorithms
7 66 (2.39%) Greenfield Project
8 57 (2.07%) Reinsurance
9 54 (1.96%) User Experience
10 48 (1.74%) Tandem
11 44 (1.59%) Reference Data
11 44 (1.59%) Virtual Team
12 34 (1.23%) Cloud Native
13 27 (0.98%) Replication
14 20 (0.72%) Social Media
15 16 (0.58%) Hedge funds
15 16 (0.58%) PMI
16 15 (0.54%) Public Cloud
17 14 (0.51%) Semantic Web
18 13 (0.47%) Clustering
Operating Systems
1 147 (5.33%) Linux
2 104 (3.77%) Unix
3 29 (1.05%) Windows
4 12 (0.43%) Windows Server
5 7 (0.25%) Android
6 6 (0.22%) Apple iOS
6 6 (0.22%) Ubuntu
7 4 (0.14%) Oracle Linux
7 4 (0.14%) Red Hat Enterprise Linux
7 4 (0.14%) VME
8 1 (0.036%) HPUX
8 1 (0.036%) Nucleus RTOS
Processes & Methodologies
1 1,191 (43.17%) Business Intelligence
2 1,051 (38.09%) Agile Software Development
3 846 (30.66%) Analytics
4 838 (30.37%) ETL
5 387 (14.03%) Data Science
6 385 (13.95%) Data Architecture
7 378 (13.70%) Data Analysis
8 376 (13.63%) Visualisation
9 365 (13.23%) Problem-Solving
10 302 (10.95%) Data Management
11 289 (10.47%) Migration
12 286 (10.37%) Scrum
13 282 (10.22%) Machine Learning
14 270 (9.79%) DevOps
15 267 (9.68%) Data Integration
16 246 (8.92%) Stakeholder Management
17 243 (8.81%) Data Governance
18 236 (8.55%) SDLC
19 225 (8.16%) Data Analytics
20 220 (7.97%) Data Engineering
Programming Languages
1 1,451 (52.59%) SQL
2 663 (24.03%) Python
3 336 (12.18%) Java
4 264 (9.57%) C#
5 246 (8.92%) T-SQL
6 184 (6.67%) JavaScript
7 168 (6.09%) R
8 147 (5.33%) Scala
9 135 (4.89%) PL/SQL
10 76 (2.75%) Data Analysis Expressions (DAX)
11 61 (2.21%) C
12 51 (1.85%) Shell Script
13 43 (1.56%) C++
13 43 (1.56%) PowerShell
14 40 (1.45%) VBA
15 35 (1.27%) Apex Code
16 30 (1.09%) Java 8
17 25 (0.91%) MATLAB
18 21 (0.76%) Perl
19 20 (0.72%) Bash Shell
Qualifications
1 305 (11.05%) Degree
2 83 (3.01%) Computer Science Degree
3 57 (2.07%) Security Cleared
4 43 (1.56%) SC Cleared
5 25 (0.91%) Master's Degree
6 23 (0.83%) PhD
7 20 (0.72%) Microsoft Certification
8 18 (0.65%) MBA
9 17 (0.62%) ISTQB
9 17 (0.62%) PMI Certification
10 13 (0.47%) DV Cleared
10 13 (0.47%) ISEB
11 9 (0.33%) Postgraduate
12 8 (0.29%) ISTQB Foundation Certification
12 8 (0.29%) MBCS
13 7 (0.25%) AWS Certification
13 7 (0.25%) IIBA
13 7 (0.25%) TOGAF Certification
14 6 (0.22%) CBAP
15 5 (0.18%) CIMA
Quality Assurance & Compliance
1 338 (12.25%) Data Quality
2 143 (5.18%) QA
3 54 (1.96%) GDPR
4 26 (0.94%) SLA
5 20 (0.72%) Solvency II
6 11 (0.40%) ISO/IEC 27001
7 8 (0.29%) Actionable Recommendations
8 7 (0.25%) PMO
9 6 (0.22%) Government Security Classifications
9 6 (0.22%) NCSC
10 5 (0.18%) COBIT
11 4 (0.14%) HL7
12 3 (0.11%) CDISC
13 1 (0.036%) ISO 20022
13 1 (0.036%) ISO 8583
13 1 (0.036%) MiFID
13 1 (0.036%) NIST
13 1 (0.036%) Sarbanes-Oxley
System Software
1 82 (2.97%) Docker
2 69 (2.50%) HDFS
3 25 (0.91%) Apache Flume
4 17 (0.62%) Apache ZooKeeper
5 11 (0.40%) Active Directory
6 8 (0.29%) Oracle RAC
7 7 (0.25%) Virtual Machines
8 6 (0.22%) GridGain
9 2 (0.072%) VMware Infrastructure
10 1 (0.036%) vSphere
Systems Management
1 52 (1.88%) Kubernetes
2 39 (1.41%) Oozie
3 31 (1.12%) Terraform
4 20 (0.72%) Automic
5 14 (0.51%) Opscode Chef
5 14 (0.51%) Puppet
6 9 (0.33%) Ansible
7 8 (0.29%) Hadoop YARN
7 8 (0.29%) Kibana
8 6 (0.22%) Marathon
8 6 (0.22%) Mesos
8 6 (0.22%) ZABBIX
9 5 (0.18%) HP Quality Center
9 5 (0.18%) Salt
10 4 (0.14%) BMC PATROL
10 4 (0.14%) HP Fortify
10 4 (0.14%) Oracle Enterprise Manager
10 4 (0.14%) Oracle RMAN
11 2 (0.072%) Netcool
11 2 (0.072%) Netcool/OMNIbus
Vendors
1 550 (19.93%) Microsoft
2 363 (13.16%) Oracle
3 341 (12.36%) Tableau
4 156 (5.65%) Informatica
5 149 (5.40%) Google
6 133 (4.82%) SAP
7 92 (3.33%) Salesforce.com
8 82 (2.97%) Databricks
9 68 (2.46%) IBM
9 68 (2.46%) Talend
10 58 (2.10%) Cloudera
11 54 (1.96%) Teradata
12 47 (1.70%) Cognos
13 39 (1.41%) WorldPay
14 34 (1.23%) MicroStrategy
15 30 (1.09%) Hortonworks
16 28 (1.01%) Alteryx
17 27 (0.98%) Netezza
18 26 (0.94%) Sage
19 24 (0.87%) ServiceNow