Period
to 30 March 2020

The following table provides summary statistics for permanent job vacancies advertised in London 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 30 March 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
30 Mar 2020
Same period 2019 Same period 2018
Rank 110 119 144
Rank change year-on-year +9 +25 +36
Permanent jobs citing Data Modelling 1,431 1,694 1,742
As % of all permanent jobs advertised in London 2.94% 2.76% 2.49%
As % of the Processes & Methodologies category 3.15% 2.97% 2.67%
Number of salaries quoted 1,111 1,394 1,277
Median annual salary £70,000 £70,000 £65,000
Median salary % change year-on-year - +7.69% -
10th Percentile £46,250 £44,250 £42,500
90th Percentile £95,000 £95,888 £92,500
England median annual salary £62,302 £62,500 £55,000
% change year-on-year -0.32% +13.64% -

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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 45,428 57,020 65,160
As % of all permanent IT jobs advertised in London 93.46% 92.77% 93.23%
Number of salaries quoted 36,404 46,130 53,899
Median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% -
10th Percentile £37,500 £36,250 £35,000
90th Percentile £100,000 £95,000 £92,500
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +2.04%

Data Modelling
Job Vacancy Trend in London

Job postings citing Data Modelling as a proportion of all IT jobs advertised in London.

Job vacancy trend for Data Modelling in London

Data Modelling
Salary Trend in London

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

Salary trend for Data Modelling in London

Data Modelling
Salary Histogram in London

Salary distribution for jobs citing Data Modelling in London over the 6 months to 30 March 2020.

Salary histogram for Data Modelling in London

Data Modelling
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the London region over the 6 months to 30 March 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
Central London +28 319 £70,000 - 58
West London +29 59 £62,500 -10.71% 15
South London -10 40 £75,000 +25.00% 3
East London +18 32 £57,500 +25.00% 6
Data Modelling
England

For the 6 months to 30 March 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 London region with a requirement for Data Modelling.

1 771 (53.88%) SQL
2 565 (39.48%) Agile Software Development
3 538 (37.60%) Business Intelligence
4 494 (34.52%) Finance
5 452 (31.59%) Analytics
6 429 (29.98%) Data Warehouse
7 408 (28.51%) ETL
8 393 (27.46%) Python
9 338 (23.62%) SQL Server
10 324 (22.64%) Azure
11 317 (22.15%) Analytical Skills
12 299 (20.89%) AWS
13 252 (17.61%) Data Science
14 246 (17.19%) Power Platform
14 246 (17.19%) Power BI
15 242 (16.91%) Microsoft
16 237 (16.56%) Big Data
17 219 (15.30%) Visualisation
18 201 (14.05%) Tableau
18 201 (14.05%) SQL Server Integration Services
19 186 (13.00%) Data Analysis
19 186 (13.00%) NoSQL
20 184 (12.86%) Java
21 176 (12.30%) Machine Learning
22 175 (12.23%) Hadoop
23 173 (12.09%) Data Quality
24 171 (11.95%) Data Architecture
25 167 (11.67%) Problem-Solving
26 164 (11.46%) DevOps
27 159 (11.11%) Scrum

Data Modelling
Co-occurring IT Skills in London 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
1 152 (10.62%) Apache Spark
2 42 (2.94%) SAS
3 33 (2.31%) Apache Airflow
4 30 (2.10%) Confluence
5 29 (2.03%) Apache
6 20 (1.40%) CMS
7 17 (1.19%) Jupyter
8 13 (0.91%) Elasticsearch
9 11 (0.77%) Luigi
10 8 (0.56%) SharePoint
11 7 (0.49%) Apache Pig
11 7 (0.49%) Oracle SOA Suite
11 7 (0.49%) Red Hat Fuse
12 6 (0.42%) EPiServer
12 6 (0.42%) IPython
13 5 (0.35%) NServiceBus
14 4 (0.28%) Adobe Experience Manager
15 3 (0.21%) Apache Solr
15 3 (0.21%) Oracle Workflow
16 2 (0.14%) Tomcat
Applications
1 73 (5.10%) Microsoft Excel
2 33 (2.31%) Microsoft Office
3 27 (1.89%) MS Visio
4 20 (1.40%) SPSS
5 15 (1.05%) Microsoft PowerPoint
6 4 (0.28%) Microsoft Project
7 3 (0.21%) Spreadsheet
8 1 (0.070%) GNU Octave
Business Applications
1 14 (0.98%) Sparx Enterprise Architect
2 10 (0.70%) Dynamics CRM
3 8 (0.56%) Salesforce.com CRM
4 7 (0.49%) FastStats
5 6 (0.42%) SAP S/4HANA
6 4 (0.28%) Markit EDM
7 3 (0.21%) Dynamics AX
7 3 (0.21%) Dynamics NAV
7 3 (0.21%) Oracle EBS
7 3 (0.21%) Oracle ERP
7 3 (0.21%) Payment Gateway
7 3 (0.21%) PolarLake
7 3 (0.21%) SAP CAR
8 2 (0.14%) HFM
8 2 (0.14%) Hyperion Planning
8 2 (0.14%) NetSuite
8 2 (0.14%) Oracle Financials
8 2 (0.14%) SAP BPC
8 2 (0.14%) SAP MDG
9 1 (0.070%) Cognos Business Intelligence
Cloud Services
1 324 (22.64%) Azure
2 299 (20.89%) AWS
3 246 (17.19%) Power Platform
4 108 (7.55%) GCP
5 76 (5.31%) Azure Data Factory
6 64 (4.47%) Serverless
7 48 (3.35%) Amazon S3
8 44 (3.07%) Cloud Computing
9 40 (2.80%) SaaS
10 35 (2.45%) Amazon EMR
11 33 (2.31%) AWS Lambda
12 30 (2.10%) Amazon Kinesis
13 26 (1.82%) Salesforce Service Cloud
14 22 (1.54%) Amazon EC2
15 18 (1.26%) Google Analytics
16 15 (1.05%) Azure Functions
16 15 (1.05%) Dynamics 365
16 15 (1.05%) Salesforce Sales Cloud
17 14 (0.98%) Office 365
18 12 (0.84%) Amazon Glacier
Communications & Networking
1 10 (0.70%) HTTP
2 7 (0.49%) Firewall
2 7 (0.49%) Internet
3 5 (0.35%) Intranet
4 4 (0.28%) Radio Access Network
5 3 (0.21%) Extranet
5 3 (0.21%) FTP
5 3 (0.21%) LAN
5 3 (0.21%) WAN
6 2 (0.14%) BGP
6 2 (0.14%) Cisco ASA
6 2 (0.14%) Cisco IOS
6 2 (0.14%) MPLS
6 2 (0.14%) OSPF
6 2 (0.14%) TCP/IP
6 2 (0.14%) VLAN
6 2 (0.14%) VoIP
6 2 (0.14%) VPLS
6 2 (0.14%) VPN
6 2 (0.14%) Wireless
Database & Business Intelligence
1 429 (29.98%) Data Warehouse
2 338 (23.62%) SQL Server
3 246 (17.19%) Power BI
4 237 (16.56%) Big Data
5 201 (14.05%) SQL Server Integration Services
6 186 (13.00%) NoSQL
7 175 (12.23%) Hadoop
8 142 (9.92%) Relational Database
9 132 (9.22%) Data Lake
10 131 (9.15%) Snowflake Schema
11 110 (7.69%) Amazon Redshift
12 101 (7.06%) SQL Server Analysis Services
13 90 (6.29%) SQL Server Reporting Services
14 75 (5.24%) Apache Hive
15 69 (4.82%) Azure SQL Database
16 68 (4.75%) Apache Cassandra
17 62 (4.33%) BigQuery
18 52 (3.63%) Looker
19 50 (3.49%) Azure SQL Data Warehouse
20 49 (3.42%) RDBMS
Development Applications
1 141 (9.85%) Git (software)
2 90 (6.29%) JIRA
3 37 (2.59%) Octopus Deploy
4 36 (2.52%) Visual Studio Team System
5 34 (2.38%) NUnit
6 32 (2.24%) Jasmine
7 31 (2.17%) ERwin
7 31 (2.17%) Karma Test Runner
8 28 (1.96%) Visual Studio
9 27 (1.89%) Team Foundation Server
10 15 (1.05%) Jenkins
11 13 (0.91%) SpecFlow
12 12 (0.84%) SQL Server Management Studio (SSMS)
13 11 (0.77%) Oracle Forms
14 10 (0.70%) Subversion
14 10 (0.70%) TeamCity
15 9 (0.63%) Cucumber
15 9 (0.63%) Selenium
16 8 (0.56%) Artifactory
16 8 (0.56%) PowerDesigner
General
1 494 (34.52%) Finance
2 118 (8.25%) Marketing
3 64 (4.47%) Banking
4 52 (3.63%) Retail
5 46 (3.21%) Legal
6 40 (2.80%) Telecoms
7 29 (2.03%) Advertising
8 27 (1.89%) Pharmaceutical
9 20 (1.40%) Public Sector
10 18 (1.26%) Games
11 16 (1.12%) Financial Institution
12 15 (1.05%) Law
13 14 (0.98%) Publishing
14 11 (0.77%) Front Office
14 11 (0.77%) Investment Banking
15 9 (0.63%) Back Office
16 8 (0.56%) Billing
16 8 (0.56%) Manufacturing
17 5 (0.35%) Automotive
18 4 (0.28%) Multimedia
Job Titles
1 330 (23.06%) Analyst
2 324 (22.64%) Developer
3 262 (18.31%) Architect
4 196 (13.70%) Data Engineer
5 138 (9.64%) Data Architect
6 120 (8.39%) Business Analyst
7 101 (7.06%) Data Analyst
8 78 (5.45%) Business Intelligence Developer
9 74 (5.17%) Business Intelligence Analyst
10 64 (4.47%) Senior Developer
11 63 (4.40%) Consultant
12 62 (4.33%) Senior Analyst
13 60 (4.19%) SQL Developer
14 53 (3.70%) Solutions Architect
15 48 (3.35%) Data Warehouse Developer
16 47 (3.28%) SQL Analyst
17 44 (3.07%) Java Developer
18 41 (2.87%) Lead Architect
19 40 (2.80%) Technical Analyst
20 37 (2.59%) Data Scientist
Libraries, Frameworks & Software Standards
1 113 (7.90%) Kafka
2 84 (5.87%) .NET
3 80 (5.59%) REST
4 62 (4.33%) XML
5 57 (3.98%) Web Services
6 55 (3.84%) SOAP
7 51 (3.56%) HTML
8 45 (3.14%) JSON
9 43 (3.00%) CSS
10 40 (2.80%) React
11 38 (2.66%) AngularJS
11 38 (2.66%) RabbitMQ
12 37 (2.59%) MDX
12 37 (2.59%) Natural Language Processing
13 31 (2.17%) Enzyme
13 31 (2.17%) Jest
14 23 (1.61%) Visualforce
15 19 (1.33%) RESTful
16 18 (1.26%) J2EE
17 17 (1.19%) FIX Protocol
Miscellaneous
1 317 (22.15%) Analytical Skills
2 109 (7.62%) Data Structures
3 88 (6.15%) Self-Motivation
4 80 (5.59%) Management Information System
5 49 (3.42%) Algorithms
6 40 (2.80%) Enterprise Software
7 38 (2.66%) Reference Data
8 37 (2.59%) Greenfield Project
9 22 (1.54%) Hedge funds
9 22 (1.54%) User Experience
10 20 (1.40%) Cloud Native
11 17 (1.19%) Linux Command Line
11 17 (1.19%) Tandem
12 15 (1.05%) Fixed Income
12 15 (1.05%) Virtual Team
13 14 (0.98%) Foreign Exchange (FX)
14 13 (0.91%) Equities
14 13 (0.91%) Public Cloud
15 12 (0.84%) Analytical Mindset
16 11 (0.77%) Semantic Web
Operating Systems
1 73 (5.10%) Linux
2 52 (3.63%) Unix
3 11 (0.77%) Windows
4 7 (0.49%) Ubuntu
4 7 (0.49%) Windows Server
5 4 (0.28%) Android
5 4 (0.28%) Apple iOS
6 1 (0.070%) Nucleus RTOS
Processes & Methodologies
1 565 (39.48%) Agile Software Development
2 538 (37.60%) Business Intelligence
3 452 (31.59%) Analytics
4 408 (28.51%) ETL
5 252 (17.61%) Data Science
6 219 (15.30%) Visualisation
7 186 (13.00%) Data Analysis
8 176 (12.30%) Machine Learning
9 171 (11.95%) Data Architecture
10 167 (11.67%) Problem-Solving
11 164 (11.46%) DevOps
12 159 (11.11%) Scrum
13 148 (10.34%) Stakeholder Management
14 131 (9.15%) Data Management
15 127 (8.87%) Data Engineering
15 127 (8.87%) Data Visualisation
16 126 (8.81%) Migration
17 123 (8.60%) Computer Science
18 120 (8.39%) Data Governance
19 115 (8.04%) Data Integration
Programming Languages
1 771 (53.88%) SQL
2 393 (27.46%) Python
3 184 (12.86%) Java
4 135 (9.43%) C#
5 125 (8.74%) T-SQL
6 111 (7.76%) R
7 80 (5.59%) Scala
8 60 (4.19%) JavaScript
9 51 (3.56%) PL/SQL
10 43 (3.00%) Data Analysis Expressions (DAX)
11 32 (2.24%) Apex Code
12 31 (2.17%) PowerShell
13 26 (1.82%) Java 8
14 17 (1.19%) Shell Script
15 16 (1.12%) C
16 15 (1.05%) MATLAB
17 13 (0.91%) C++
18 9 (0.63%) TypeScript
18 9 (0.63%) VB
19 8 (0.56%) SPARQL
Qualifications
1 145 (10.13%) Degree
2 48 (3.35%) Computer Science Degree
3 19 (1.33%) Security Cleared
4 17 (1.19%) Master's Degree
5 14 (0.98%) SC Cleared
6 11 (0.77%) MBA
6 11 (0.77%) PMI Certification
7 10 (0.70%) Microsoft Certification
7 10 (0.70%) PhD
8 9 (0.63%) AWS Certification
8 9 (0.63%) Postgraduate
9 5 (0.35%) CBAP
9 5 (0.35%) IIBA
10 3 (0.21%) DV Cleared
10 3 (0.21%) Numerate Degree
10 3 (0.21%) PRINCE2 Certification
11 2 (0.14%) ACCA
11 2 (0.14%) CIMA
11 2 (0.14%) MCSA
11 2 (0.14%) SAP Certification
Quality Assurance & Compliance
1 173 (12.09%) Data Quality
2 79 (5.52%) QA
3 33 (2.31%) GDPR
4 11 (0.77%) Actionable Recommendations
5 9 (0.63%) ISO/IEC 27001
6 7 (0.49%) Government Security Classifications
6 7 (0.49%) NCSC
7 6 (0.42%) PMO
8 3 (0.21%) COBIT
9 2 (0.14%) Solvency II
10 1 (0.070%) ISO 20022
10 1 (0.070%) ISO 8583
10 1 (0.070%) MiFID
10 1 (0.070%) NIST
10 1 (0.070%) SLA
System Software
1 66 (4.61%) Docker
2 19 (1.33%) HDFS
3 18 (1.26%) Apache ZooKeeper
4 7 (0.49%) Active Directory
5 6 (0.42%) Oracle RAC
6 5 (0.35%) Apache Flume
7 4 (0.28%) Virtual Machines
8 1 (0.070%) GridGain
Systems Management
1 47 (3.28%) Kubernetes
2 21 (1.47%) Terraform
3 12 (0.84%) Opscode Chef
3 12 (0.84%) Puppet
4 11 (0.77%) Marathon
4 11 (0.77%) Mesos
5 9 (0.63%) Ansible
5 9 (0.63%) Oozie
6 7 (0.49%) Automic
6 7 (0.49%) Salt
6 7 (0.49%) ZABBIX
7 3 (0.21%) Grafana
7 3 (0.21%) Hadoop YARN
7 3 (0.21%) Kibana
8 2 (0.14%) Argo
8 2 (0.14%) CA Single Sign-On
8 2 (0.14%) Cisco CUCM
8 2 (0.14%) Control-M
8 2 (0.14%) Data Guard
8 2 (0.14%) HP Quality Center
Vendors
1 242 (16.91%) Microsoft
2 201 (14.05%) Tableau
3 147 (10.27%) Oracle
4 95 (6.64%) Salesforce.com
5 93 (6.50%) Informatica
6 90 (6.29%) Google
7 66 (4.61%) Databricks
8 47 (3.28%) SAP
9 40 (2.80%) Talend
10 32 (2.24%) MicroStrategy
11 29 (2.03%) IBM
11 29 (2.03%) Teradata
12 22 (1.54%) ServiceNow
12 22 (1.54%) WorldPay
13 20 (1.40%) Cognos
14 16 (1.12%) Murex
14 16 (1.12%) Workday
15 15 (1.05%) Netezza
16 14 (0.98%) RedGate
16 14 (0.98%) TIBCO