Period
to 17 February 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 17 February 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
17 Feb 2019
Same period 2018 Same period 2017
Rank 134 145 175
Rank change year-on-year +11 +30 -44
Permanent jobs citing Data Modelling 1,560 1,733 1,396
As % of all permanent IT jobs advertised in London 2.51% 2.49% 1.99%
As % of the Processes & Methodologies category 2.73% 2.67% 2.17%
Number of salaries quoted 1,206 1,200 1,179
London median annual salary £67,500 £65,000 £65,000
Median salary % change year-on-year +3.85% - +4.00%
10th Percentile £43,750 £42,500 £41,250
90th Percentile £95,000 £95,000 £90,000
England median annual salary £60,000 £55,000 £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 57,195 64,820 64,451
As % of all permanent IT jobs advertised in London 92.11% 93.03% 92.08%
Number of salaries quoted 46,125 53,055 54,625
London median annual salary £62,500 £60,000 £59,500
Median salary % change year-on-year +4.17% +0.84% +8.18%
10th Percentile £35,000 £35,000 £33,750
90th Percentile £95,000 £92,500 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 17 February 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 17 February 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 -31 281 £67,500 +8.00% 77
South London +35 77 £60,000 +38.73% 4
West London -18 43 £70,000 +16.67% 30
East London +14 17 £60,000 -14.29% 9
North London +27 9 £80,000 - 8
Data Modelling
England

For the 6 months to 17 February 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.

1 817 (52.37%) SQL
2 619 (39.68%) Agile Software Development
3 537 (34.42%) Business Intelligence
4 489 (31.35%) Finance
5 487 (31.22%) Python
6 483 (30.96%) Data Warehouse
7 469 (30.06%) Analytics
8 444 (28.46%) ETL
9 394 (25.26%) Big Data
10 358 (22.95%) SQL Server
11 332 (21.28%) Hadoop
11 332 (21.28%) Microsoft Azure
12 331 (21.22%) Microsoft
13 319 (20.45%) Analytical Skills
14 301 (19.29%) Java
15 297 (19.04%) Amazon AWS
16 283 (18.14%) Apache Spark
17 261 (16.73%) Degree
18 247 (15.83%) Power BI
19 244 (15.64%) Problem-Solving
20 233 (14.94%) NoSQL
21 232 (14.87%) Machine Learning
22 227 (14.55%) Visualisation
23 215 (13.78%) Tableau
23 215 (13.78%) Data Analysis
24 205 (13.14%) SQL Server Integration Services
24 205 (13.14%) Data Quality
25 200 (12.82%) Data Architecture
26 199 (12.76%) Oracle
27 198 (12.69%) 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
1 283 (18.14%) Apache Spark
2 73 (4.68%) Apache
3 55 (3.53%) Apache Pig
4 46 (2.95%) SAS
5 34 (2.18%) Elasticsearch
6 28 (1.79%) Confluence
7 25 (1.60%) SharePoint
8 23 (1.47%) Apache Solr
9 19 (1.22%) WebLogic
10 11 (0.71%) Apache Airflow
11 9 (0.58%) Drupal
11 9 (0.58%) WebSphere
12 5 (0.32%) BizTalk Server
12 5 (0.32%) CMS
12 5 (0.32%) MS Exchange
13 4 (0.26%) Alfresco
13 4 (0.26%) Oracle SOA Suite
13 4 (0.26%) Oracle Workflow
13 4 (0.26%) SharePoint 2010
13 4 (0.26%) Tomcat
Applications
1 106 (6.79%) Microsoft Excel
2 79 (5.06%) MS Visio
3 27 (1.73%) Microsoft Office
4 20 (1.28%) Microsoft PowerPoint
5 14 (0.90%) SPSS
6 6 (0.38%) Microsoft Project
6 6 (0.38%) Spreadsheet
7 2 (0.13%) GNU Octave
Business Applications
1 21 (1.35%) Salesforce.com CRM
2 15 (0.96%) Dynamics CRM
3 10 (0.64%) IntelliMatch
4 7 (0.45%) FastStats
5 5 (0.32%) SAP Hybris
6 4 (0.26%) Cognos TM1
6 4 (0.26%) Eloqua
6 4 (0.26%) NetSuite
7 3 (0.19%) Cognos Business Intelligence
8 2 (0.13%) Dynamics AX
8 2 (0.13%) Dynamics NAV
8 2 (0.13%) Oracle Applications
8 2 (0.13%) Oracle CRM
8 2 (0.13%) SAP ERP
9 1 (0.064%) Adobe Campaign
9 1 (0.064%) Markit EDM
9 1 (0.064%) Oracle Retail
9 1 (0.064%) SAP FI/CO
9 1 (0.064%) Siebel CRM
9 1 (0.064%) Workday HCM
Cloud Services
1 332 (21.28%) Microsoft Azure
2 297 (19.04%) Amazon AWS
3 136 (8.72%) Google Cloud Platform
4 69 (4.42%) PaaS
5 60 (3.85%) Azure Data Factory
6 46 (2.95%) Serverless
7 42 (2.69%) SaaS
8 37 (2.37%) Amazon S3
8 37 (2.37%) AWS Lambda
9 32 (2.05%) Amazon EMR
10 28 (1.79%) Cloud Computing
11 24 (1.54%) Data Lake Analytics
12 17 (1.09%) Azure Functions
12 17 (1.09%) Google Analytics
13 16 (1.03%) Azure Machine Learning
14 15 (0.96%) Salesforce Service Cloud
15 14 (0.90%) Cortana Intelligence Suite
16 13 (0.83%) Amazon SageMaker
17 12 (0.77%) AWS Data Pipeline
17 12 (0.77%) AWS Fargate
Communications & Networking
1 4 (0.26%) FTP
2 3 (0.19%) AMQP
3 2 (0.13%) Broadband
3 2 (0.13%) HTTP
3 2 (0.13%) Internet
3 2 (0.13%) Intranet
3 2 (0.13%) MQTT
3 2 (0.13%) SAN
3 2 (0.13%) SMPP
3 2 (0.13%) SMS
4 1 (0.064%) PuTTY
4 1 (0.064%) SMTP
4 1 (0.064%) TCP/IP
4 1 (0.064%) Unified Communications
Database & Business Intelligence
1 483 (30.96%) Data Warehouse
2 394 (25.26%) Big Data
3 358 (22.95%) SQL Server
4 332 (21.28%) Hadoop
5 247 (15.83%) Power BI
6 233 (14.94%) NoSQL
7 205 (13.14%) SQL Server Integration Services
8 173 (11.09%) Relational Database
9 160 (10.26%) SQL Server Analysis Services
10 134 (8.59%) SQL Server Reporting Services
11 125 (8.01%) Data Lake
12 100 (6.41%) Apache Hive
13 95 (6.09%) Apache Cassandra
14 93 (5.96%) Amazon Redshift
15 88 (5.64%) MongoDB
16 77 (4.94%) MySQL
17 75 (4.81%) HBase
18 72 (4.62%) BusinessObjects
19 70 (4.49%) QlikView
20 51 (3.27%) Azure SQL Database
Development Applications
1 129 (8.27%) Git (software)
2 64 (4.10%) Jenkins
2 64 (4.10%) JIRA
3 51 (3.27%) ERwin
4 38 (2.44%) ER Studio
5 36 (2.31%) Team Foundation Server
6 31 (1.99%) Octopus Deploy
7 30 (1.92%) Maven
8 29 (1.86%) Visual Studio
9 25 (1.60%) Visual Studio Team System
10 21 (1.35%) Subversion
11 19 (1.22%) Atlassian Bamboo
12 16 (1.03%) Eclipse
13 13 (0.83%) SQL Server Management Studio (SSMS)
14 12 (0.77%) RequisitePro
15 11 (0.71%) Gradle
16 10 (0.64%) Ant
17 9 (0.58%) SpecFlow
18 8 (0.51%) TeamCity
18 8 (0.51%) tSQLt
General
1 489 (31.35%) Finance
2 129 (8.27%) Banking
3 83 (5.32%) Law
4 81 (5.19%) Military
5 74 (4.74%) Marketing
6 63 (4.04%) Retail
7 39 (2.50%) Advertising
8 34 (2.18%) Investment Banking
9 26 (1.67%) Financial Institution
10 25 (1.60%) Front Office
10 25 (1.60%) Games
11 22 (1.41%) Legal
12 18 (1.15%) Telecoms
13 13 (0.83%) Digital Economy
14 10 (0.64%) Back Office
15 5 (0.32%) International Banking
15 5 (0.32%) Manufacturing
15 5 (0.32%) Retail Banking
16 4 (0.26%) Billing
16 4 (0.26%) Publishing
Job Titles
1 375 (24.04%) Developer
2 347 (22.24%) Analyst
3 322 (20.64%) Architect
4 254 (16.28%) Data Architect
5 216 (13.85%) Data Engineer
6 169 (10.83%) Business Analyst
7 112 (7.18%) Data Analyst
8 89 (5.71%) Business Intelligence Developer
9 85 (5.45%) Consultant
10 69 (4.42%) SQL Developer
11 68 (4.36%) Senior Analyst
12 60 (3.85%) Senior Developer
13 57 (3.65%) Java Developer
14 56 (3.59%) Big Data Engineer
15 55 (3.53%) Python Engineer
16 52 (3.33%) Data Scientist
17 48 (3.08%) Solutions Architect
18 47 (3.01%) SQL Analyst
19 44 (2.82%) Business Intelligence Analyst
20 41 (2.63%) Business Intelligence Architect
Libraries, Frameworks & Software Standards
1 196 (12.56%) Kafka
2 109 (6.99%) .NET
3 88 (5.64%) Web Services
4 73 (4.68%) REST
5 66 (4.23%) XML
6 64 (4.10%) AngularJS
6 64 (4.10%) JSON
7 61 (3.91%) CSS
8 54 (3.46%) HTML
9 46 (2.95%) Apache NiFi
10 45 (2.88%) Redux
11 44 (2.82%) React
12 42 (2.69%) Middleware
13 36 (2.31%) Spark Streaming
14 35 (2.24%) Twitter Bootstrap
15 31 (1.99%) HTML5
16 30 (1.92%) J2EE
17 29 (1.86%) Node.js
18 27 (1.73%) Apache Beam
19 26 (1.67%) ASP.NET
Miscellaneous
1 319 (20.45%) Analytical Skills
2 133 (8.53%) Data Structures
3 96 (6.15%) Fintech
4 72 (4.62%) Management Information System
5 57 (3.65%) Algorithms
6 43 (2.76%) Greenfield Project
7 39 (2.50%) Enterprise Software
7 39 (2.50%) User Experience
8 37 (2.37%) Derivative
9 32 (2.05%) Linux Command Line
10 30 (1.92%) Self-Motivation
11 24 (1.54%) Virtual Team
12 23 (1.47%) Credit Risk
13 20 (1.28%) Reference Data
14 17 (1.09%) Taxonomies
15 15 (0.96%) Equities
15 15 (0.96%) Hedge funds
16 14 (0.90%) Cloud Native
17 10 (0.64%) Replication
17 10 (0.64%) SWIFT
Operating Systems
1 154 (9.87%) Linux
2 77 (4.94%) Unix
3 70 (4.49%) Windows
4 20 (1.28%) Android
5 19 (1.22%) Apple iOS
5 19 (1.22%) Windows Server
6 4 (0.26%) Oracle Linux
7 2 (0.13%) Mac OS X
8 1 (0.064%) Solaris
8 1 (0.064%) Windows Server 2008
8 1 (0.064%) Windows Server 2012
Processes & Methodologies
1 619 (39.68%) Agile Software Development
2 537 (34.42%) Business Intelligence
3 469 (30.06%) Analytics
4 444 (28.46%) ETL
5 244 (15.64%) Problem-Solving
6 232 (14.87%) Machine Learning
7 227 (14.55%) Visualisation
8 215 (13.78%) Data Analysis
9 200 (12.82%) Data Architecture
10 198 (12.69%) Data Management
11 179 (11.47%) Data Science
12 172 (11.03%) Scrum
13 156 (10.00%) Data Engineering
14 152 (9.74%) Computer Science
15 141 (9.04%) Data Integration
16 140 (8.97%) DevOps
17 136 (8.72%) Data Analytics
18 135 (8.65%) Software Engineering
19 134 (8.59%) Migration
20 122 (7.82%) Data Governance
Programming Languages
1 817 (52.37%) SQL
2 487 (31.22%) Python
3 301 (19.29%) Java
4 139 (8.91%) T-SQL
5 136 (8.72%) C#
6 130 (8.33%) R
7 125 (8.01%) JavaScript
8 116 (7.44%) Scala
9 56 (3.59%) PL/SQL
10 46 (2.95%) PowerShell
11 45 (2.88%) Data Analysis Expressions (DAX)
12 34 (2.18%) Perl
13 33 (2.12%) VBA
14 30 (1.92%) Shell Script
15 25 (1.60%) PHP
16 24 (1.54%) C
17 22 (1.41%) C++
18 19 (1.22%) VB
19 18 (1.15%) Groovy
20 14 (0.90%) Apex Code
Qualifications
1 261 (16.73%) Degree
2 86 (5.51%) Computer Science Degree
3 45 (2.88%) Security Cleared
4 33 (2.12%) Microsoft Certification
5 31 (1.99%) MCSA
6 19 (1.22%) SC Cleared
7 18 (1.15%) PhD
8 17 (1.09%) ISEB
9 16 (1.03%) TOGAF Certification
10 11 (0.71%) Numerate Degree
11 8 (0.51%) CISSP
12 7 (0.45%) CISA
12 7 (0.45%) DV Cleared
13 6 (0.38%) ACCA
13 6 (0.38%) ITIL Foundation Certificate
13 6 (0.38%) Master's Degree
14 5 (0.32%) A+ Certification
15 4 (0.26%) CCAB
16 3 (0.19%) GSEC
16 3 (0.19%) MBA
Quality Assurance & Compliance
1 205 (13.14%) Data Quality
2 100 (6.41%) QA
3 80 (5.13%) GDPR
4 19 (1.22%) PMO
5 18 (1.15%) ISO 20022
6 14 (0.90%) MiFID
6 14 (0.90%) Solvency II
7 12 (0.77%) IFRS
8 10 (0.64%) SEPA
8 10 (0.64%) TARGET2
9 8 (0.51%) IFRS 9
9 8 (0.51%) PCI DSS
10 5 (0.32%) Actionable Recommendations
11 4 (0.26%) Dodd-Frank
11 4 (0.26%) FATCA
12 1 (0.064%) ISO/IEC 27001
12 1 (0.064%) PSD2
12 1 (0.064%) SLA
12 1 (0.064%) SNOMED CT
System Software
1 98 (6.28%) Docker
2 46 (2.95%) Apache ZooKeeper
3 27 (1.73%) HDFS
4 26 (1.67%) Active Directory
5 14 (0.90%) Apache Flume
6 7 (0.45%) Oracle RAC
6 7 (0.45%) Virtual Machines
7 6 (0.38%) Oracle Clusterware
8 5 (0.32%) VirtualBox
9 4 (0.26%) Hyper-V
9 4 (0.26%) VMware Infrastructure
Systems Management
1 30 (1.92%) Kubernetes
2 29 (1.86%) Oozie
3 26 (1.67%) Terraform
4 20 (1.28%) Ambari
4 20 (1.28%) Ansible
4 20 (1.28%) Opscode Chef
4 20 (1.28%) Puppet
5 19 (1.22%) Automic
6 18 (1.15%) Mesos
7 17 (1.09%) Hadoop YARN
8 12 (0.77%) Control-M
8 12 (0.77%) HP Quality Center
9 11 (0.71%) Kibana
9 11 (0.71%) logstash
10 8 (0.51%) Nagios
11 6 (0.38%) SCCM
12 5 (0.32%) Docker Swarm
13 4 (0.26%) Single Sign-On
14 3 (0.19%) EMC NetWorker
15 2 (0.13%) Consul
Vendors
1 331 (21.22%) Microsoft
2 215 (13.78%) Tableau
3 199 (12.76%) Oracle
4 105 (6.73%) Google
5 89 (5.71%) SAP
6 80 (5.13%) Informatica
7 69 (4.42%) IBM
8 66 (4.23%) Salesforce.com
9 61 (3.91%) Cloudera
10 47 (3.01%) Talend
11 38 (2.44%) WorldPay
12 32 (2.05%) Hortonworks
13 31 (1.99%) TIBCO
14 28 (1.79%) Cadence
14 28 (1.79%) MuleSoft
15 27 (1.73%) Cognos
16 24 (1.54%) Databricks
16 24 (1.54%) Splunk
17 23 (1.47%) Telerik
18 20 (1.28%) Alteryx