Period
to 16 February 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 16 February 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
16 Feb 2020
Same period 2019 Same period 2018
Rank 108 136 146
Rank change year-on-year +28 +10 +35
Permanent jobs citing Data Modelling 1,456 1,572 1,743
As % of all permanent IT jobs advertised in London 2.90% 2.51% 2.49%
As % of the Processes & Methodologies category 3.10% 2.71% 2.66%
Number of salaries quoted 1,064 1,216 1,210
London median annual salary £70,000 £67,500 £65,000
Median salary % change year-on-year +3.70% +3.85% -
10th Percentile £45,000 £43,750 £42,500
90th Percentile £100,000 £95,000 £95,000
England median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -

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 46,940 57,967 65,546
As % of all permanent IT jobs advertised in London 93.33% 92.70% 93.57%
Number of salaries quoted 37,637 46,787 53,702
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +0.84%
10th Percentile £37,000 £35,000 £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% -

Data Modelling
Job Vacancy Trend in London

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

Job vacancy trend for Data Modelling in London

Data Modelling
Salary Trend in London

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

Salary trend for Data Modelling in London

Data Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Data Modelling in London over the 6 months to 16 February 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 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
Central London +45 316 £70,000 +3.70% 73
West London +27 56 £62,500 -10.71% 28
East London +31 37 £57,500 -4.17% 14
South London -32 33 £75,000 +25.00% 5
North London -18 1 £60,000 -25.00% 1
Data Modelling
England

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 across the London region with a requirement for Data Modelling.

1 758 (52.06%) SQL
2 586 (40.25%) Business Intelligence
3 571 (39.22%) Agile Software Development
4 499 (34.27%) Analytics
5 478 (32.83%) Finance
6 450 (30.91%) ETL
7 444 (30.49%) Data Warehouse
8 422 (28.98%) Python
9 363 (24.93%) SQL Server
10 346 (23.76%) Azure
11 324 (22.25%) AWS
11 324 (22.25%) Analytical Skills
12 287 (19.71%) Big Data
13 271 (18.61%) Data Science
14 253 (17.38%) Microsoft
15 228 (15.66%) SQL Server Integration Services
16 224 (15.38%) Visualisation
17 223 (15.32%) Power Platform
17 223 (15.32%) Power BI
18 211 (14.49%) Tableau
19 210 (14.42%) NoSQL
20 201 (13.80%) Hadoop
20 201 (13.80%) Problem-Solving
21 195 (13.39%) Java
22 188 (12.91%) Data Architecture
23 183 (12.57%) Data Quality
24 180 (12.36%) Machine Learning
25 178 (12.23%) DevOps
26 175 (12.02%) Git (software)
27 174 (11.95%) 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
1 171 (11.74%) Apache Spark
2 54 (3.71%) Apache
3 50 (3.43%) Apache Airflow
4 32 (2.20%) Confluence
5 28 (1.92%) SAS
6 16 (1.10%) Elasticsearch
7 14 (0.96%) Jupyter
8 12 (0.82%) CMS
9 11 (0.76%) Apache Pig
9 11 (0.76%) Luigi
10 8 (0.55%) SharePoint
11 6 (0.41%) IPython
11 6 (0.41%) Oracle SOA Suite
12 5 (0.34%) Red Hat Fuse
13 4 (0.27%) Adobe Experience Manager
13 4 (0.27%) NServiceBus
14 3 (0.21%) Apache Solr
15 2 (0.14%) Oracle Workflow
15 2 (0.14%) Tomcat
15 2 (0.14%) WebSphere
Applications
1 74 (5.08%) Microsoft Excel
2 41 (2.82%) MS Visio
3 31 (2.13%) Microsoft Office
4 18 (1.24%) SPSS
5 15 (1.03%) Microsoft PowerPoint
6 4 (0.27%) SPSS Modeler
7 3 (0.21%) Microsoft Project
7 3 (0.21%) Spreadsheet
8 1 (0.069%) GNU Octave
Business Applications
1 15 (1.03%) Sparx Enterprise Architect
2 11 (0.76%) Dynamics CRM
3 9 (0.62%) Salesforce.com CRM
4 7 (0.48%) SAP S/4HANA
5 4 (0.27%) FastStats
5 4 (0.27%) Markit EDM
5 4 (0.27%) PolarLake
5 4 (0.27%) SAP CAR
6 3 (0.21%) Dynamics AX
6 3 (0.21%) Dynamics NAV
6 3 (0.21%) Oracle ERP
6 3 (0.21%) Payment Gateway
7 2 (0.14%) HFM
7 2 (0.14%) Hyperion Planning
7 2 (0.14%) NetSuite
7 2 (0.14%) Oracle EBS
7 2 (0.14%) SAP BPC
7 2 (0.14%) SAP MDG
7 2 (0.14%) Siebel CRM
8 1 (0.069%) SAP POS DM
Cloud Services
1 346 (23.76%) Azure
2 324 (22.25%) AWS
3 223 (15.32%) Power Platform
4 122 (8.38%) GCP
5 70 (4.81%) Serverless
6 69 (4.74%) Amazon S3
7 67 (4.60%) Cloud Computing
8 53 (3.64%) Azure Data Factory
9 40 (2.75%) AWS Lambda
10 35 (2.40%) Salesforce Service Cloud
11 34 (2.34%) Amazon Kinesis
12 33 (2.27%) Amazon EMR
13 32 (2.20%) SaaS
14 22 (1.51%) Amazon EC2
15 18 (1.24%) PaaS
16 17 (1.17%) GitHub
17 15 (1.03%) Azure Functions
17 15 (1.03%) Google Analytics
18 12 (0.82%) Amazon Glacier
18 12 (0.82%) Office 365
Communications & Networking
1 13 (0.89%) Firewall
2 11 (0.76%) HTTP
3 6 (0.41%) Internet
4 5 (0.34%) FTP
5 4 (0.27%) Radio Access Network
6 3 (0.21%) LAN
6 3 (0.21%) WAN
7 2 (0.14%) BGP
7 2 (0.14%) Cisco ASA
7 2 (0.14%) Cisco IOS
7 2 (0.14%) Cisco ISE
7 2 (0.14%) Extranet
7 2 (0.14%) MPLS
7 2 (0.14%) OSPF
7 2 (0.14%) TCP/IP
7 2 (0.14%) VLAN
7 2 (0.14%) VoIP
7 2 (0.14%) VPLS
7 2 (0.14%) VPN
7 2 (0.14%) Wireless
Database & Business Intelligence
1 444 (30.49%) Data Warehouse
2 363 (24.93%) SQL Server
3 287 (19.71%) Big Data
4 228 (15.66%) SQL Server Integration Services
5 223 (15.32%) Power BI
6 210 (14.42%) NoSQL
7 201 (13.80%) Hadoop
8 159 (10.92%) Relational Database
9 128 (8.79%) Amazon Redshift
10 121 (8.31%) SQL Server Analysis Services
11 115 (7.90%) Data Lake
11 115 (7.90%) Snowflake Schema
12 106 (7.28%) Apache Hive
13 104 (7.14%) SQL Server Reporting Services
14 71 (4.88%) BigQuery
15 68 (4.67%) Azure SQL Database
16 59 (4.05%) Apache Cassandra
17 57 (3.91%) PostgreSQL
18 55 (3.78%) Looker
19 54 (3.71%) RDBMS
Development Applications
1 175 (12.02%) Git (software)
2 84 (5.77%) JIRA
3 50 (3.43%) Octopus Deploy
4 47 (3.23%) NUnit
5 36 (2.47%) Team Foundation Server
6 34 (2.34%) Visual Studio
7 33 (2.27%) Jasmine
7 33 (2.27%) Visual Studio Team System
8 31 (2.13%) Jenkins
8 31 (2.13%) Karma Test Runner
8 31 (2.13%) SpecFlow
9 26 (1.79%) ERwin
10 20 (1.37%) Oracle Forms
11 15 (1.03%) ProC
12 11 (0.76%) Selenium
12 11 (0.76%) Subversion
13 9 (0.62%) Bitbucket
13 9 (0.62%) Cucumber
14 8 (0.55%) SQL Server Management Studio (SSMS)
14 8 (0.55%) TeamCity
General
1 478 (32.83%) Finance
2 82 (5.63%) Marketing
3 66 (4.53%) Banking
4 57 (3.91%) Retail
5 49 (3.37%) Legal
6 32 (2.20%) Advertising
7 31 (2.13%) Telecoms
8 30 (2.06%) Games
8 30 (2.06%) Pharmaceutical
9 19 (1.30%) Front Office
9 19 (1.30%) Public Sector
10 16 (1.10%) Investment Banking
11 15 (1.03%) Publishing
12 13 (0.89%) Law
13 8 (0.55%) Billing
13 8 (0.55%) Financial Institution
14 6 (0.41%) Automotive
15 5 (0.34%) Multimedia
16 3 (0.21%) Back Office
16 3 (0.21%) Manufacturing
Job Titles
1 346 (23.76%) Developer
2 321 (22.05%) Analyst
3 275 (18.89%) Architect
4 220 (15.11%) Data Engineer
5 142 (9.75%) Data Architect
6 111 (7.62%) Business Analyst
7 90 (6.18%) Data Analyst
8 73 (5.01%) Business Intelligence Analyst
8 73 (5.01%) Senior Developer
9 70 (4.81%) Business Intelligence Developer
10 68 (4.67%) SQL Developer
11 64 (4.40%) Consultant
12 63 (4.33%) Solutions Architect
13 56 (3.85%) Senior Analyst
14 50 (3.43%) Database Developer
15 43 (2.95%) Lead Architect
16 42 (2.88%) Data Scientist
17 41 (2.82%) Analyst Developer
18 40 (2.75%) Data Warehouse Developer
19 39 (2.68%) Java Developer
Libraries, Frameworks & Software Standards
1 112 (7.69%) Kafka
2 102 (7.01%) REST
3 74 (5.08%) .NET
4 69 (4.74%) SOAP
5 68 (4.67%) XML
6 65 (4.46%) Web Services
7 46 (3.16%) JSON
8 39 (2.68%) HTML
9 38 (2.61%) CSS
9 38 (2.61%) Natural Language Processing
10 35 (2.40%) AngularJS
10 35 (2.40%) RabbitMQ
11 34 (2.34%) MDX
12 33 (2.27%) React
13 32 (2.20%) ASP.NET Web API
14 30 (2.06%) Enzyme
14 30 (2.06%) Jest
15 28 (1.92%) Visualforce
16 26 (1.79%) ASP.NET
17 25 (1.72%) RESTful
Miscellaneous
1 324 (22.25%) Analytical Skills
2 94 (6.46%) Data Structures
3 88 (6.04%) Self-Motivation
4 74 (5.08%) Management Information System
5 42 (2.88%) Algorithms
6 35 (2.40%) Enterprise Software
7 34 (2.34%) Reference Data
8 30 (2.06%) Virtual Team
9 25 (1.72%) Greenfield Project
10 23 (1.58%) Tandem
11 16 (1.10%) Cloud Native
11 16 (1.10%) Hedge funds
11 16 (1.10%) PMI
11 16 (1.10%) User Experience
12 14 (0.96%) Social Media
13 13 (0.89%) Linux Command Line
14 12 (0.82%) Fixed Income
14 12 (0.82%) Foreign Exchange (FX)
15 10 (0.69%) Public Cloud
15 10 (0.69%) Reinsurance
Operating Systems
1 86 (5.91%) Linux
2 54 (3.71%) Unix
3 12 (0.82%) Windows
4 7 (0.48%) Windows Server
5 5 (0.34%) Ubuntu
6 4 (0.27%) Android
6 4 (0.27%) Apple iOS
7 1 (0.069%) Nucleus RTOS
Processes & Methodologies
1 586 (40.25%) Business Intelligence
2 571 (39.22%) Agile Software Development
3 499 (34.27%) Analytics
4 450 (30.91%) ETL
5 271 (18.61%) Data Science
6 224 (15.38%) Visualisation
7 201 (13.80%) Problem-Solving
8 188 (12.91%) Data Architecture
9 180 (12.36%) Machine Learning
10 178 (12.23%) DevOps
11 174 (11.95%) Scrum
12 169 (11.61%) Data Analysis
13 153 (10.51%) Data Management
14 149 (10.23%) Stakeholder Management
15 142 (9.75%) Data Integration
16 137 (9.41%) Migration
17 132 (9.07%) Data Engineering
18 130 (8.93%) Data Analytics
19 127 (8.72%) Data Visualisation
20 116 (7.97%) Data Governance
Programming Languages
1 758 (52.06%) SQL
2 422 (28.98%) Python
3 195 (13.39%) Java
4 140 (9.62%) C#
5 136 (9.34%) T-SQL
6 106 (7.28%) R
7 87 (5.98%) PL/SQL
8 86 (5.91%) Scala
9 69 (4.74%) JavaScript
10 43 (2.95%) Data Analysis Expressions (DAX)
11 34 (2.34%) C
12 33 (2.27%) Apex Code
13 28 (1.92%) Java 8
14 24 (1.65%) VBA
15 23 (1.58%) Shell Script
16 21 (1.44%) PowerShell
17 13 (0.89%) C++
18 12 (0.82%) Perl
19 10 (0.69%) Bash Shell
20 7 (0.48%) TypeScript
Qualifications
1 155 (10.65%) Degree
2 57 (3.91%) Computer Science Degree
3 17 (1.17%) PMI Certification
4 16 (1.10%) MBA
4 16 (1.10%) Security Cleared
5 15 (1.03%) Master's Degree
6 14 (0.96%) PhD
7 12 (0.82%) SC Cleared
8 9 (0.62%) Microsoft Certification
8 9 (0.62%) Postgraduate
9 7 (0.48%) AWS Certification
10 5 (0.34%) CBAP
10 5 (0.34%) IIBA
11 4 (0.27%) CIMA
12 3 (0.21%) MCSA
12 3 (0.21%) PRINCE2 Certification
13 2 (0.14%) ACCA
13 2 (0.14%) CCIE
13 2 (0.14%) CCNP
13 2 (0.14%) SAP Certification
Quality Assurance & Compliance
1 183 (12.57%) Data Quality
2 82 (5.63%) QA
3 22 (1.51%) GDPR
4 9 (0.62%) ISO/IEC 27001
5 8 (0.55%) Actionable Recommendations
6 5 (0.34%) Government Security Classifications
6 5 (0.34%) NCSC
7 4 (0.27%) PMO
8 2 (0.14%) COBIT
9 1 (0.069%) HL7
9 1 (0.069%) ISO 20022
9 1 (0.069%) ISO 8583
9 1 (0.069%) MiFID
System Software
1 68 (4.67%) Docker
2 41 (2.82%) HDFS
3 12 (0.82%) Apache ZooKeeper
4 8 (0.55%) Active Directory
4 8 (0.55%) Oracle RAC
5 6 (0.41%) Apache Flume
5 6 (0.41%) GridGain
6 4 (0.27%) Virtual Machines
Systems Management
1 43 (2.95%) Kubernetes
2 20 (1.37%) Automic
2 20 (1.37%) Terraform
3 15 (1.03%) Oozie
4 13 (0.89%) Opscode Chef
4 13 (0.89%) Puppet
5 8 (0.55%) Ansible
6 6 (0.41%) Marathon
6 6 (0.41%) Mesos
7 5 (0.34%) HP Quality Center
7 5 (0.34%) Salt
7 5 (0.34%) ZABBIX
8 2 (0.14%) Cisco CUCM
8 2 (0.14%) Kibana
9 1 (0.069%) Data Guard
9 1 (0.069%) Grafana
9 1 (0.069%) Hadoop YARN
9 1 (0.069%) Packer
9 1 (0.069%) SCCM
Vendors
1 253 (17.38%) Microsoft
2 211 (14.49%) Tableau
3 164 (11.26%) Oracle
4 115 (7.90%) Google
5 93 (6.39%) Informatica
6 79 (5.43%) Salesforce.com
7 63 (4.33%) SAP
8 53 (3.64%) Databricks
9 45 (3.09%) Teradata
10 36 (2.47%) Talend
11 32 (2.20%) IBM
12 31 (2.13%) WorldPay
13 26 (1.79%) Cloudera
13 26 (1.79%) MicroStrategy
14 24 (1.65%) Hortonworks
14 24 (1.65%) ServiceNow
15 21 (1.44%) FactSet
16 20 (1.37%) Cadence
17 16 (1.10%) Alteryx
18 15 (1.03%) Sparx