Period
to 5 December 2019

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 5 December 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
5 Dec 2019
Same period 2018 Same period 2017
Rank 110 153 140
Rank change year-on-year +43 -13 +29
Permanent jobs citing Data Modelling 1,554 1,568 1,886
As % of all permanent IT jobs advertised in London 2.86% 2.33% 2.53%
As % of the Processes & Methodologies category 3.07% 2.52% 2.70%
Number of salaries quoted 1,186 1,195 1,214
London median annual salary £68,750 £62,500 £65,000
Median salary % change year-on-year +10.00% -3.85% -
10th Percentile £43,750 £43,750 £42,500
90th Percentile £97,525 £95,000 £92,500
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 50,644 62,314 69,912
As % of all permanent IT jobs advertised in London 93.19% 92.53% 93.81%
Number of salaries quoted 40,811 50,532 54,296
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £36,250 £35,000 £35,000
90th Percentile £100,000 £95,000 £90,000
England median annual salary £52,500 £52,500 £50,000
% change year-on-year - +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 5 December 2019.

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 5 December 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
Central London +43 344 £65,000 - 76
West London +10 55 £65,000 +13.04% 23
South London -44 35 £48,750 -11.36% 10
East London +30 27 £57,500 -4.17% 7
North London -2 1 £60,000 -25.00% 1
Data Modelling
England

For the 6 months to 5 December 2019, 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.

1 806 (51.87%) SQL
2 637 (40.99%) Business Intelligence
3 615 (39.58%) Agile Software Development
4 538 (34.62%) Analytics
5 526 (33.85%) Data Warehouse
6 495 (31.85%) ETL
7 449 (28.89%) Finance
8 444 (28.57%) Python
9 419 (26.96%) SQL Server
10 362 (23.29%) Azure
11 329 (21.17%) AWS
11 329 (21.17%) Big Data
12 299 (19.24%) Analytical Skills
13 290 (18.66%) Microsoft
14 271 (17.44%) Data Science
15 260 (16.73%) Power Platform
15 260 (16.73%) Power BI
16 251 (16.15%) SQL Server Integration Services
17 228 (14.67%) Hadoop
18 225 (14.48%) Visualisation
19 222 (14.29%) Problem-Solving
20 220 (14.16%) Data Architecture
21 218 (14.03%) Java
22 207 (13.32%) DevOps
23 205 (13.19%) Data Management
24 202 (13.00%) Data Quality
25 192 (12.36%) Tableau
26 190 (12.23%) Apache Spark
27 188 (12.10%) Machine Learning
27 188 (12.10%) Degree

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
1 190 (12.23%) Apache Spark
2 72 (4.63%) Apache
3 44 (2.83%) Apache Airflow
4 26 (1.67%) SAS
5 21 (1.35%) Apache Pig
6 20 (1.29%) Confluence
7 16 (1.03%) Elasticsearch
7 16 (1.03%) SharePoint
8 11 (0.71%) Jupyter
9 9 (0.58%) CMS
10 7 (0.45%) Oracle SOA Suite
11 5 (0.32%) Luigi
12 4 (0.26%) IPython
12 4 (0.26%) WebSphere
13 3 (0.19%) Adobe Experience Manager
13 3 (0.19%) Apache Solr
13 3 (0.19%) Tomcat
14 2 (0.13%) JBoss
14 2 (0.13%) Jetty
14 2 (0.13%) Tuxedo
Applications
1 88 (5.66%) Microsoft Excel
2 33 (2.12%) MS Visio
3 27 (1.74%) Microsoft Office
4 13 (0.84%) SPSS
5 8 (0.51%) Microsoft PowerPoint
5 8 (0.51%) Photoshop
6 6 (0.39%) Microsoft Project
7 4 (0.26%) GNU Octave
7 4 (0.26%) Spreadsheet
7 4 (0.26%) SPSS Modeler
8 1 (0.064%) Chatbot
Business Applications
1 15 (0.97%) Dynamics CRM
2 12 (0.77%) Sparx Enterprise Architect
3 7 (0.45%) Salesforce.com CRM
4 5 (0.32%) NetSuite
5 4 (0.26%) Oracle ERP
5 4 (0.26%) PolarLake
5 4 (0.26%) SAP CAR
6 3 (0.19%) Dynamics AX
6 3 (0.19%) Dynamics NAV
6 3 (0.19%) Hyperion Planning
7 2 (0.13%) Eloqua
7 2 (0.13%) Markit EDM
7 2 (0.13%) PeopleSoft Financials
7 2 (0.13%) SAP MDG
7 2 (0.13%) SAP S/4HANA
7 2 (0.13%) Siebel CRM
7 2 (0.13%) Temenos T24
8 1 (0.064%) Raiser's Edge
8 1 (0.064%) SAP POS DM
8 1 (0.064%) Social Studio
Cloud Services
1 362 (23.29%) Azure
2 329 (21.17%) AWS
3 260 (16.73%) Power Platform
4 139 (8.94%) GCP
5 79 (5.08%) Cloud Computing
6 68 (4.38%) Amazon S3
7 60 (3.86%) Azure Data Factory
8 53 (3.41%) Serverless
9 38 (2.45%) Salesforce Service Cloud
10 37 (2.38%) SaaS
11 28 (1.80%) Amazon EMR
11 28 (1.80%) AWS Lambda
11 28 (1.80%) PaaS
12 21 (1.35%) Google Analytics
13 19 (1.22%) Amazon Kinesis
14 18 (1.16%) Azure Functions
15 16 (1.03%) Stackdriver
16 15 (0.97%) Amazon ECS
16 15 (0.97%) GitHub
17 13 (0.84%) Dynamics 365
Communications & Networking
1 18 (1.16%) Firewall
2 9 (0.58%) Internet
3 6 (0.39%) HTTP
4 5 (0.32%) FTP
5 4 (0.26%) Radio Access Network
6 3 (0.19%) Wireless
7 2 (0.13%) CTI
7 2 (0.13%) LAN
7 2 (0.13%) WAN
8 1 (0.064%) BGP
8 1 (0.064%) DSL
8 1 (0.064%) Kerberos
8 1 (0.064%) MPLS
8 1 (0.064%) OSPF
8 1 (0.064%) SMS
8 1 (0.064%) TCP/IP
8 1 (0.064%) VLAN
8 1 (0.064%) VoIP
8 1 (0.064%) VPLS
8 1 (0.064%) VPN
Database & Business Intelligence
1 526 (33.85%) Data Warehouse
2 419 (26.96%) SQL Server
3 329 (21.17%) Big Data
4 260 (16.73%) Power BI
5 251 (16.15%) SQL Server Integration Services
6 228 (14.67%) Hadoop
7 186 (11.97%) NoSQL
8 178 (11.45%) SQL Server Analysis Services
9 170 (10.94%) Relational Database
10 137 (8.82%) SQL Server Reporting Services
11 124 (7.98%) Apache Hive
11 124 (7.98%) Data Lake
12 113 (7.27%) Amazon Redshift
13 71 (4.57%) Azure SQL Database
13 71 (4.57%) PostgreSQL
14 70 (4.50%) Snowflake Schema
15 66 (4.25%) BigQuery
16 59 (3.80%) Looker
17 58 (3.73%) Azure SQL Data Warehouse
17 58 (3.73%) MongoDB
Development Applications
1 185 (11.90%) Git (software)
2 72 (4.63%) JIRA
3 54 (3.47%) Jenkins
4 47 (3.02%) Octopus Deploy
5 39 (2.51%) SpecFlow
6 33 (2.12%) Visual Studio
7 32 (2.06%) NUnit
8 31 (1.99%) Team Foundation Server
9 25 (1.61%) ERwin
10 23 (1.48%) Selenium
11 22 (1.42%) Oracle Forms
12 19 (1.22%) Subversion
13 18 (1.16%) ER Studio
14 16 (1.03%) TeamCity
15 15 (0.97%) Karma Test Runner
15 15 (0.97%) PowerDesigner
15 15 (0.97%) ProC
16 14 (0.90%) Bitbucket
17 13 (0.84%) Visual Studio Team System
18 9 (0.58%) Cucumber
General
1 449 (28.89%) Finance
2 99 (6.37%) Banking
3 76 (4.89%) Marketing
4 65 (4.18%) Retail
5 44 (2.83%) Advertising
6 37 (2.38%) Games
7 33 (2.12%) Pharmaceutical
8 28 (1.80%) Front Office
9 25 (1.61%) Investment Banking
10 24 (1.54%) Law
10 24 (1.54%) Legal
10 24 (1.54%) Telecoms
11 21 (1.35%) Public Sector
12 13 (0.84%) Back Office
13 9 (0.58%) Publishing
14 7 (0.45%) Electronics
15 6 (0.39%) Billing
16 4 (0.26%) Automotive
16 4 (0.26%) Financial Institution
16 4 (0.26%) Multimedia
Job Titles
1 413 (26.58%) Developer
2 310 (19.95%) Analyst
3 304 (19.56%) Architect
4 221 (14.22%) Data Engineer
5 161 (10.36%) Data Architect
6 105 (6.76%) SQL Developer
7 102 (6.56%) Data Analyst
8 95 (6.11%) Business Intelligence Developer
9 91 (5.86%) Senior Developer
10 84 (5.41%) Business Analyst
11 83 (5.34%) Business Intelligence Analyst
12 81 (5.21%) Database Developer
13 77 (4.95%) Solutions Architect
14 70 (4.50%) Consultant
15 63 (4.05%) SQL Database Developer
16 62 (3.99%) Data Scientist
17 46 (2.96%) Analyst Developer
17 46 (2.96%) Senior Data Engineer
18 39 (2.51%) Senior SQL Developer
19 37 (2.38%) Senior Database Developer
Libraries, Frameworks & Software Standards
1 122 (7.85%) REST
2 86 (5.53%) Kafka
3 85 (5.47%) Web Services
4 75 (4.83%) HTML
5 73 (4.70%) .NET
6 71 (4.57%) SOAP
7 69 (4.44%) CSS
8 46 (2.96%) AngularJS
9 41 (2.64%) XML
10 35 (2.25%) ASP.NET Web API
10 35 (2.25%) MDX
11 34 (2.19%) Natural Language Processing
12 33 (2.12%) JSON
12 33 (2.12%) React
13 31 (1.99%) Visualforce
14 25 (1.61%) ASP.NET
14 25 (1.61%) RESTful
15 23 (1.48%) ASP.NET Core
15 23 (1.48%) LAPP Stack
15 23 (1.48%) XSD
Miscellaneous
1 299 (19.24%) Analytical Skills
2 76 (4.89%) Management Information System
2 76 (4.89%) Self-Motivation
3 73 (4.70%) Data Structures
4 61 (3.93%) Algorithms
5 49 (3.15%) Virtual Team
6 42 (2.70%) Enterprise Software
7 31 (1.99%) Greenfield Project
8 27 (1.74%) Fixed Income
8 27 (1.74%) Reference Data
8 27 (1.74%) User Experience
9 24 (1.54%) Derivative
10 23 (1.48%) Tandem
11 20 (1.29%) Reinsurance
12 19 (1.22%) PMI
12 19 (1.22%) Social Media
13 16 (1.03%) Cloud Native
13 16 (1.03%) Equities
13 16 (1.03%) Taxonomies
14 14 (0.90%) Hedge funds
Operating Systems
1 94 (6.05%) Linux
2 53 (3.41%) Unix
3 30 (1.93%) Windows
4 9 (0.58%) Windows Server
5 6 (0.39%) Android
6 5 (0.32%) Apple iOS
7 1 (0.064%) Nucleus RTOS
7 1 (0.064%) Ubuntu
Processes & Methodologies
1 637 (40.99%) Business Intelligence
2 615 (39.58%) Agile Software Development
3 538 (34.62%) Analytics
4 495 (31.85%) ETL
5 271 (17.44%) Data Science
6 225 (14.48%) Visualisation
7 222 (14.29%) Problem-Solving
8 220 (14.16%) Data Architecture
9 207 (13.32%) DevOps
10 205 (13.19%) Data Management
11 188 (12.10%) Machine Learning
12 186 (11.97%) Data Analysis
13 181 (11.65%) Scrum
14 170 (10.94%) Data Integration
15 161 (10.36%) Migration
16 151 (9.72%) Data Analytics
17 121 (7.79%) Data Engineering
18 120 (7.72%) Computer Science
18 120 (7.72%) Software Engineering
19 119 (7.66%) Stakeholder Management
Programming Languages
1 806 (51.87%) SQL
2 444 (28.57%) Python
3 218 (14.03%) Java
4 173 (11.13%) C#
5 160 (10.30%) T-SQL
6 125 (8.04%) R
7 98 (6.31%) PL/SQL
8 93 (5.98%) JavaScript
9 76 (4.89%) Scala
10 72 (4.63%) Data Analysis Expressions (DAX)
11 39 (2.51%) Apex Code
11 39 (2.51%) VBA
12 34 (2.19%) C
13 23 (1.48%) Java 8
14 21 (1.35%) C++
15 17 (1.09%) Perl
16 15 (0.97%) Shell Script
17 12 (0.77%) Bash Shell
18 8 (0.51%) Objective-C
18 8 (0.51%) TypeScript
Qualifications
1 188 (12.10%) Degree
2 66 (4.25%) Computer Science Degree
3 23 (1.48%) MBA
4 20 (1.29%) PMI Certification
5 18 (1.16%) Security Cleared
6 17 (1.09%) PhD
7 13 (0.84%) CFA
7 13 (0.84%) CIMA
8 9 (0.58%) Master's Degree
8 9 (0.58%) Microsoft Certification
9 6 (0.39%) SC Cleared
10 5 (0.32%) CGEIT
11 4 (0.26%) CTC Cleared
12 3 (0.19%) MCSA
13 2 (0.13%) AWS Certification
13 2 (0.13%) CISMP
13 2 (0.13%) CISSP
13 2 (0.13%) Numerate Degree
13 2 (0.13%) Postgraduate
13 2 (0.13%) PRINCE2 Certification
Quality Assurance & Compliance
1 202 (13.00%) Data Quality
2 101 (6.50%) QA
3 24 (1.54%) GDPR
4 11 (0.71%) ISO/IEC 27001
5 7 (0.45%) Actionable Recommendations
6 4 (0.26%) SLA
7 3 (0.19%) HL7
8 2 (0.13%) COBIT
8 2 (0.13%) PMO
9 1 (0.064%) Government Security Classifications
9 1 (0.064%) ISO 8583
9 1 (0.064%) MiFID
9 1 (0.064%) NCSC
System Software
1 68 (4.38%) Docker
2 56 (3.60%) HDFS
3 17 (1.09%) Apache Flume
4 14 (0.90%) Apache ZooKeeper
5 10 (0.64%) Active Directory
6 8 (0.51%) Oracle RAC
7 6 (0.39%) GridGain
8 1 (0.064%) VirtualBox
Systems Management
1 39 (2.51%) Kubernetes
2 24 (1.54%) Terraform
3 23 (1.48%) Oozie
4 20 (1.29%) Automic
5 12 (0.77%) Opscode Chef
6 10 (0.64%) Puppet
7 6 (0.39%) Mesos
7 6 (0.39%) SQL Sentry
8 5 (0.32%) Ansible
8 5 (0.32%) HP Quality Center
9 4 (0.26%) Marathon
10 3 (0.19%) Control-M
10 3 (0.19%) Hadoop YARN
10 3 (0.19%) Kibana
11 2 (0.13%) Docker Swarm
12 1 (0.064%) Cisco CUCM
12 1 (0.064%) Data Guard
12 1 (0.064%) EMC NetWorker
12 1 (0.064%) Packer
12 1 (0.064%) Salt
Vendors
1 290 (18.66%) Microsoft
2 192 (12.36%) Tableau
3 160 (10.30%) Oracle
4 158 (10.17%) Google
5 86 (5.53%) Salesforce.com
6 74 (4.76%) SAP
7 66 (4.25%) Informatica
8 57 (3.67%) Databricks
9 51 (3.28%) Teradata
10 41 (2.64%) Cloudera
11 36 (2.32%) IBM
12 31 (1.99%) WorldPay
13 28 (1.80%) RedGate
14 26 (1.67%) Hortonworks
15 24 (1.54%) ServiceNow
16 23 (1.48%) MicroStrategy
16 23 (1.48%) Talend
17 22 (1.42%) Alteryx
18 20 (1.29%) Cadence
18 20 (1.29%) FactSet