Period
to 19 June 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 19 June 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
19 Jun 2019
Same period 2018 Same period 2017
Rank 113 143 160
Rank change year-on-year +30 +17 -6
Permanent jobs citing Data Modelling 1,655 1,667 1,552
As % of all permanent IT jobs advertised in London 2.88% 2.40% 2.22%
As % of the Processes & Methodologies category 3.10% 2.59% 2.39%
Number of salaries quoted 1,382 1,147 1,192
London median annual salary £70,000 £65,000 £65,000
Median salary % change year-on-year +7.69% - +4.00%
10th Percentile £46,250 £42,300 £42,500
90th Percentile £96,250 £95,000 £90,000
England median annual salary £62,500 £57,500 £55,000
% change year-on-year +8.70% +4.55% -

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 53,388 64,380 64,927
As % of all permanent IT jobs advertised in London 92.80% 92.88% 92.85%
Number of salaries quoted 43,152 51,969 53,143
London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +6.19%
10th Percentile £36,250 £35,000 £34,000
90th Percentile £97,500 £94,250 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +4.17%

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 19 June 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 19 June 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 +48 383 £65,000 - 28
South London +3 42 £53,750 +13.16%
West London +15 30 £76,250 +32.61% 4
East London +20 21 £45,500 -35.00%
North London +15 3 £57,000 -5.00%
Data Modelling
England

For the 6 months to 19 June 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.

1 932 (56.31%) SQL
2 634 (38.31%) Business Intelligence
3 604 (36.50%) Agile Software Development
4 572 (34.56%) Data Warehouse
5 529 (31.96%) Analytics
6 527 (31.84%) Python
7 456 (27.55%) Finance
8 440 (26.59%) SQL Server
9 417 (25.20%) ETL
10 387 (23.38%) Power Platform
11 379 (22.90%) Power BI
12 377 (22.78%) Big Data
13 355 (21.45%) Microsoft Azure
14 340 (20.54%) Java
15 339 (20.48%) Microsoft
16 336 (20.30%) Hadoop
17 295 (17.82%) Amazon AWS
18 279 (16.86%) Analytical Skills
19 265 (16.01%) Apache Spark
20 259 (15.65%) SQL Server Analysis Services
21 252 (15.23%) SQL Server Integration Services
22 240 (14.50%) DevOps
23 235 (14.20%) Visualisation
24 231 (13.96%) NoSQL
25 226 (13.66%) Machine Learning
26 223 (13.47%) Oracle
27 222 (13.41%) Data Analysis
28 219 (13.23%) Data Science
29 210 (12.69%) Tableau
30 208 (12.57%) Data Management

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
1 265 (16.01%) Apache Spark
2 86 (5.20%) Apache
3 58 (3.50%) Apache Pig
4 29 (1.75%) SharePoint
5 22 (1.33%) SAS
6 19 (1.15%) Apache Solr
7 17 (1.03%) Confluence
7 17 (1.03%) Elasticsearch
8 12 (0.73%) Jupyter
9 9 (0.54%) BizTalk Server
9 9 (0.54%) IPython
9 9 (0.54%) WebSphere
10 7 (0.42%) Apache Airflow
11 5 (0.30%) Adobe Experience Manager
11 5 (0.30%) WebLogic
12 4 (0.24%) Tuxedo
12 4 (0.24%) WebSphere Application Server
13 3 (0.18%) CMS
13 3 (0.18%) CoreMedia CMS
13 3 (0.18%) IIS
Applications
1 113 (6.83%) Microsoft Excel
2 30 (1.81%) MS Visio
3 29 (1.75%) Microsoft Office
4 18 (1.09%) Microsoft Project
5 17 (1.03%) Microsoft PowerPoint
6 16 (0.97%) SPSS
7 5 (0.30%) Photoshop
8 3 (0.18%) GNU Octave
8 3 (0.18%) Spreadsheet
9 1 (0.060%) Chatbot
Business Applications
1 20 (1.21%) Dynamics CRM
2 8 (0.48%) Cognos Business Intelligence
3 6 (0.36%) Adobe Campaign
4 5 (0.30%) Cognos TM1
4 5 (0.30%) IntelliMatch
4 5 (0.30%) Oracle EBS
5 4 (0.24%) PeopleSoft Financials
6 3 (0.18%) Fredhopper
6 3 (0.18%) Magento
6 3 (0.18%) SAP Hybris
6 3 (0.18%) SAP S/4HANA
7 2 (0.12%) Dynamics AX
7 2 (0.12%) Eloqua
7 2 (0.12%) Hyperion Planning
7 2 (0.12%) Markit EDM
7 2 (0.12%) PolarLake
7 2 (0.12%) SAP BPC
7 2 (0.12%) Siebel CRM
7 2 (0.12%) Unica
8 1 (0.060%) SAP FI
Cloud Services
1 387 (23.38%) Power Platform
2 355 (21.45%) Microsoft Azure
3 295 (17.82%) Amazon AWS
4 125 (7.55%) Google Cloud Platform
5 101 (6.10%) Azure Data Factory
6 52 (3.14%) SaaS
7 50 (3.02%) PaaS
8 48 (2.90%) Cloud Computing
9 47 (2.84%) Serverless
10 38 (2.30%) PowerApps
11 28 (1.69%) Amazon S3
12 25 (1.51%) AWS Lambda
13 24 (1.45%) Amazon EMR
14 22 (1.33%) Amazon ECS
15 18 (1.09%) AWS Fargate
16 17 (1.03%) Azure Functions
16 17 (1.03%) Google Analytics
17 16 (0.97%) Cortana Intelligence Suite
18 15 (0.91%) Office 365
19 13 (0.79%) IaaS
Communications & Networking
1 11 (0.66%) Internet
2 6 (0.36%) WAN
3 4 (0.24%) LAN
3 4 (0.24%) Software-Defined Networking
4 2 (0.12%) FTP
4 2 (0.12%) HTTP
4 2 (0.12%) SAN
4 2 (0.12%) SMPP
4 2 (0.12%) SMS
5 1 (0.060%) CTI
5 1 (0.060%) Firewall
5 1 (0.060%) MQTT
Database & Business Intelligence
1 572 (34.56%) Data Warehouse
2 440 (26.59%) SQL Server
3 379 (22.90%) Power BI
4 377 (22.78%) Big Data
5 336 (20.30%) Hadoop
6 259 (15.65%) SQL Server Analysis Services
7 252 (15.23%) SQL Server Integration Services
8 231 (13.96%) NoSQL
9 183 (11.06%) SQL Server Reporting Services
10 143 (8.64%) Data Lake
11 122 (7.37%) Relational Database
12 110 (6.65%) Apache Hive
13 107 (6.47%) Microsoft Analysis Services
14 90 (5.44%) Azure SQL Database
15 84 (5.08%) QlikView
16 83 (5.02%) Apache Cassandra
17 65 (3.93%) MongoDB
18 56 (3.38%) HBase
19 53 (3.20%) Sqoop
20 52 (3.14%) Azure SQL Data Warehouse
Development Applications
1 96 (5.80%) Git (software)
2 61 (3.69%) Jenkins
3 55 (3.32%) JIRA
4 36 (2.18%) Maven
5 24 (1.45%) Team Foundation Server
6 21 (1.27%) Visual Studio
7 20 (1.21%) ERwin
7 20 (1.21%) Subversion
8 18 (1.09%) Atlassian Bamboo
9 17 (1.03%) ER Studio
10 15 (0.91%) PowerDesigner
11 13 (0.79%) Bitbucket
12 12 (0.73%) Selenium
12 12 (0.73%) TeamCity
12 12 (0.73%) Visual Studio Team System
13 11 (0.66%) Ant
13 11 (0.66%) Gradle
14 10 (0.60%) RStudio
15 9 (0.54%) Bitbucket Server
16 8 (0.48%) SQL Server Management Studio (SSMS)
General
1 456 (27.55%) Finance
2 180 (10.88%) Banking
3 104 (6.28%) Retail
4 95 (5.74%) Law
5 70 (4.23%) Marketing
6 40 (2.42%) Advertising
7 33 (1.99%) Investment Banking
8 32 (1.93%) Games
9 28 (1.69%) Legal
10 27 (1.63%) Front Office
11 20 (1.21%) Pharmaceutical
12 17 (1.03%) Back Office
13 14 (0.85%) Financial Institution
14 12 (0.73%) Telecoms
15 9 (0.54%) Billing
16 7 (0.42%) Publishing
16 7 (0.42%) Retail Banking
17 5 (0.30%) Electronics
18 4 (0.24%) Digital Economy
19 3 (0.18%) International Banking
Job Titles
1 497 (30.03%) Developer
2 309 (18.67%) Analyst
3 308 (18.61%) Architect
4 213 (12.87%) Business Intelligence Developer
5 205 (12.39%) Data Engineer
6 184 (11.12%) Data Architect
7 154 (9.31%) SQL Developer
8 127 (7.67%) Business Analyst
9 125 (7.55%) Data Analyst
10 119 (7.19%) Senior Developer
11 74 (4.47%) SQL BI Developer
12 73 (4.41%) Big Data Engineer
13 71 (4.29%) Hadoop Engineer
14 62 (3.75%) Java Developer
14 62 (3.75%) Power BI Developer
15 60 (3.63%) Data Scientist
15 60 (3.63%) Lead Developer
16 57 (3.44%) Solutions Architect
17 48 (2.90%) Azure Developer
18 47 (2.84%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 159 (9.61%) Kafka
2 81 (4.89%) .NET
3 73 (4.41%) MDX
4 66 (3.99%) REST
5 60 (3.63%) AngularJS
6 55 (3.32%) Web Services
7 48 (2.90%) Apache NiFi
8 47 (2.84%) HTML
8 47 (2.84%) XML
9 41 (2.48%) JSON
10 39 (2.36%) CSS
11 31 (1.87%) RESTful
12 27 (1.63%) Spark Streaming
13 25 (1.51%) Natural Language Processing
13 25 (1.51%) Pandas
13 25 (1.51%) scikit-learn
14 22 (1.33%) React
14 22 (1.33%) Spring
15 20 (1.21%) SOAP
15 20 (1.21%) Twitter Bootstrap
Miscellaneous
1 279 (16.86%) Analytical Skills
2 112 (6.77%) Data Structures
3 61 (3.69%) Algorithms
4 55 (3.32%) Management Information System
5 48 (2.90%) User Experience
6 47 (2.84%) Greenfield Project
7 32 (1.93%) Linux Command Line
7 32 (1.93%) Self-Motivation
8 26 (1.57%) Credit Risk
9 25 (1.51%) Hedge funds
10 23 (1.39%) Derivative
11 22 (1.33%) Fixed Income
11 22 (1.33%) Reinsurance
12 21 (1.27%) Enterprise Software
13 17 (1.03%) Equities
14 14 (0.85%) Data Protection Act
14 14 (0.85%) Mobile App
15 13 (0.79%) Cloud Native
15 13 (0.79%) Taxonomies
16 12 (0.73%) Replication
Operating Systems
1 130 (7.85%) Linux
2 79 (4.77%) Unix
3 51 (3.08%) Windows
4 32 (1.93%) Android
5 24 (1.45%) Apple iOS
6 15 (0.91%) Windows Server
7 5 (0.30%) Windows Server 2008
8 4 (0.24%) Mac OS X
8 4 (0.24%) Oracle Linux
8 4 (0.24%) Windows Server 2012
Processes & Methodologies
1 634 (38.31%) Business Intelligence
2 604 (36.50%) Agile Software Development
3 529 (31.96%) Analytics
4 417 (25.20%) ETL
5 240 (14.50%) DevOps
6 235 (14.20%) Visualisation
7 226 (13.66%) Machine Learning
8 222 (13.41%) Data Analysis
9 219 (13.23%) Data Science
10 208 (12.57%) Data Management
11 200 (12.08%) Data Analytics
11 200 (12.08%) Problem-Solving
12 180 (10.88%) Data Architecture
13 162 (9.79%) Data Integration
14 160 (9.67%) Software Engineering
15 154 (9.31%) Scrum
16 150 (9.06%) Kimball Methodology
17 135 (8.16%) Data Engineering
18 122 (7.37%) Computer Science
18 122 (7.37%) Data Visualisation
Programming Languages
1 932 (56.31%) SQL
2 527 (31.84%) Python
3 340 (20.54%) Java
4 143 (8.64%) C#
5 141 (8.52%) R
6 140 (8.46%) Scala
7 131 (7.92%) Data Analysis Expressions (DAX)
8 130 (7.85%) T-SQL
9 95 (5.74%) PL/SQL
10 86 (5.20%) JavaScript
11 42 (2.54%) Perl
11 42 (2.54%) VBA
12 37 (2.24%) PowerShell
13 32 (1.93%) C++
14 24 (1.45%) Bash Shell
15 23 (1.39%) VB
16 17 (1.03%) C
17 14 (0.85%) Groovy
18 13 (0.79%) Shell Script
19 12 (0.73%) Go
Qualifications
1 201 (12.15%) Degree
2 57 (3.44%) Computer Science Degree
3 52 (3.14%) Security Cleared
4 18 (1.09%) Master's Degree
4 18 (1.09%) Microsoft Certification
5 14 (0.85%) MCSA
6 13 (0.79%) ISEB
6 13 (0.79%) PhD
6 13 (0.79%) SC Cleared
7 10 (0.60%) Numerate Degree
8 8 (0.48%) TOGAF Certification
9 7 (0.42%) AWS Certification
10 5 (0.30%) CISMP
10 5 (0.30%) CISSP
11 4 (0.24%) ACCA
11 4 (0.24%) CCAB
11 4 (0.24%) CISA
11 4 (0.24%) PMI Certification
12 3 (0.18%) PRINCE2 Practitioner
13 2 (0.12%) MBA
Quality Assurance & Compliance
1 190 (11.48%) Data Quality
2 78 (4.71%) QA
3 73 (4.41%) GDPR
4 15 (0.91%) Solvency II
5 14 (0.85%) ISO 20022
6 10 (0.60%) Actionable Recommendations
7 9 (0.54%) PCI DSS
8 6 (0.36%) HIPAA
8 6 (0.36%) PMO
9 5 (0.30%) SEPA
9 5 (0.30%) TARGET2
10 3 (0.18%) IFRS
10 3 (0.18%) MiFID
11 2 (0.12%) ISO/IEC 27001
12 1 (0.060%) PSD2
12 1 (0.060%) SNOMED CT
System Software
1 68 (4.11%) Docker
2 59 (3.56%) Apache ZooKeeper
3 21 (1.27%) Active Directory
4 18 (1.09%) HDFS
5 17 (1.03%) Apache Flume
6 3 (0.18%) Virtual Machines
6 3 (0.18%) VirtualBox
7 1 (0.060%) GridGain
7 1 (0.060%) Hyper-V
7 1 (0.060%) Oracle RAC
7 1 (0.060%) VMware Infrastructure
7 1 (0.060%) zsh
Systems Management
1 48 (2.90%) Ambari
2 39 (2.36%) Kubernetes
3 35 (2.11%) Oozie
4 24 (1.45%) Terraform
5 15 (0.91%) Puppet
6 14 (0.85%) Ansible
7 12 (0.73%) Opscode Chef
8 8 (0.48%) Nagios
8 8 (0.48%) SQL Sentry
9 7 (0.42%) HP Quality Center
10 6 (0.36%) Hadoop YARN
11 5 (0.30%) Control-M
11 5 (0.30%) Mesos
11 5 (0.30%) Microsoft Intune
11 5 (0.30%) SCCM
12 3 (0.18%) Consul
12 3 (0.18%) Docker Swarm
12 3 (0.18%) Kibana
12 3 (0.18%) logstash
13 2 (0.12%) Single Sign-On
Vendors
1 339 (20.48%) Microsoft
2 223 (13.47%) Oracle
3 210 (12.69%) Tableau
4 114 (6.89%) Informatica
5 113 (6.83%) SAP
6 94 (5.68%) IBM
7 88 (5.32%) Google
8 86 (5.20%) Databricks
9 56 (3.38%) Cloudera
10 46 (2.78%) Salesforce.com
11 41 (2.48%) Talend
12 34 (2.05%) Teradata
13 31 (1.87%) MuleSoft
14 30 (1.81%) MicroStrategy
15 25 (1.51%) Cognos
16 24 (1.45%) Netezza
17 21 (1.27%) ServiceNow
18 19 (1.15%) Splunk
18 19 (1.15%) TIBCO
19 16 (0.97%) WorldPay