Period
to 23 September 2018

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Logical Data Model skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Logical Data Model over the 6 months to 23 September 2018 with a comparison to the same period in the previous 2 years.

Logical Data Model
UK > England
6 months to
23 Sep 2018
Same period 2017 Same period 2016
Rank 903 936 972
Rank change year-on-year +33 +36 -102
Permanent jobs citing Logical Data Model 215 229 238
As % of all permanent IT jobs advertised in England 0.14% 0.14% 0.13%
As % of the Processes & Methodologies category 0.15% 0.15% 0.14%
Number of salaries quoted 167 178 196
England median annual salary £67,500 £57,500 £57,500
Median salary % change year-on-year +17.39% - -8.00%
10th Percentile £42,500 £42,500 £41,625
90th Percentile £96,000 £85,000 £95,000
UK median annual salary £67,000 £57,500 £55,000
% change year-on-year +16.52% +4.55% -11.29%

Logical Data Model 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 140,420 151,023 166,463
As % of all permanent IT jobs advertised in England 91.07% 91.54% 90.91%
Number of salaries quoted 112,581 120,047 140,346
England median annual salary £50,500 £50,000 £50,000
Median salary % change year-on-year +1.00% - +5.26%
10th Percentile £29,750 £28,500 £27,750
90th Percentile £83,750 £80,000 £78,750
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

Logical Data Model
Job Vacancy Trend in England

Job postings citing Logical Data Model as a percentage of all IT jobs advertised in England.

Job vacancy trend for Logical Data Model in England

Logical Data Model
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Logical Data Model in England.

Salary trend for Logical Data Model in England

Logical Data Model
Salary Histogram in England

The salary distribution of IT jobs citing Logical Data Model in England over the 6 months to 23 September 2018.

Salary histogram for Logical Data Model in England

Logical Data Model
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logical Data Model within the England region over the 6 months to 23 September 2018. 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
London +39 88 £71,000 -8.39% 11
North of England +68 65 £58,000 +10.48% 11
Yorkshire +56 39 £60,000 +14.29% 3
North West +36 25 £55,000 +10.00% 8
South East -10 23 £70,000 +33.33% 7
East of England +26 21 £65,000 +13.04%
Midlands +5 11 £72,500 +26.09% 7
South West -10 10 £65,000 +13.04% 3
East Midlands +11 8 £72,500 +45.00% 5
West Midlands 0 3 £71,250 +20.76% 2
North East - 1 £70,000 -
Logical Data Model
UK

For the 6 months to 23 September 2018, IT jobs citing Logical Data Model 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 England region with a requirement for Logical Data Model.

1 215 (100.00%) Data Modelling
2 122 (56.74%) Physical Data Model
3 92 (42.79%) Data Warehouse
4 89 (41.40%) SQL
4 89 (41.40%) Data Architecture
5 79 (36.74%) Finance
6 68 (31.63%) Business Intelligence
7 65 (30.23%) Agile Software Development
7 65 (30.23%) Data Integration
8 57 (26.51%) Data Quality
9 54 (25.12%) Analytical Skills
10 53 (24.65%) SQL Server
11 51 (23.72%) Data Management
12 50 (23.26%) Data Analysis
13 49 (22.79%) Data Governance
14 45 (20.93%) Microsoft
14 45 (20.93%) ETL
15 43 (20.00%) Degree
16 41 (19.07%) Analytics
17 39 (18.14%) Master Data Management
17 39 (18.14%) Problem-Solving
18 37 (17.21%) Migration
19 36 (16.74%) Python
20 35 (16.28%) Big Data
21 34 (15.81%) Conceptual Models
21 34 (15.81%) Oracle
21 34 (15.81%) ERwin
22 33 (15.35%) Microsoft Azure
23 29 (13.49%) UML
23 29 (13.49%) SQL Server Reporting Services

Logical Data Model
Co-occurring IT Skills in England 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 14 (6.51%) Apache Spark
2 6 (2.79%) BizTalk Server
2 6 (2.79%) Elasticsearch
3 5 (2.33%) Apache Airflow
3 5 (2.33%) Oracle SOA Suite
3 5 (2.33%) SharePoint
4 2 (0.93%) Adobe Experience Manager
4 2 (0.93%) Apache
4 2 (0.93%) SAS
5 1 (0.47%) Apache Pig
5 1 (0.47%) Confluence
5 1 (0.47%) Oracle Workflow
Applications
1 8 (3.72%) Microsoft Office
2 5 (2.33%) MS Visio
3 3 (1.40%) Microsoft Excel
Business Applications
1 3 (1.40%) SAP MDG
2 1 (0.47%) Cognos Business Intelligence
2 1 (0.47%) Dynamics CRM
2 1 (0.47%) Oracle Applications
2 1 (0.47%) Oracle EBS
2 1 (0.47%) Oracle EBS R12
2 1 (0.47%) SAP CO
2 1 (0.47%) SAP FI
2 1 (0.47%) SAP FI/CO
2 1 (0.47%) SAP S/4HANA
Cloud Services
1 33 (15.35%) Microsoft Azure
2 24 (11.16%) Amazon AWS
3 6 (2.79%) Amazon EMR
4 5 (2.33%) Amazon S3
5 4 (1.86%) Boomi
5 4 (1.86%) Google Cloud Platform
6 2 (0.93%) Adobe Analytics
6 2 (0.93%) Dynamics 365
6 2 (0.93%) IBM Cloud
7 1 (0.47%) SaaS
Communications & Networking
1 1 (0.47%) Internet
1 1 (0.47%) Intranet
1 1 (0.47%) SMS
Database & Business Intelligence
1 92 (42.79%) Data Warehouse
2 53 (24.65%) SQL Server
3 35 (16.28%) Big Data
4 29 (13.49%) SQL Server Integration Services
4 29 (13.49%) SQL Server Reporting Services
5 25 (11.63%) OLAP
6 24 (11.16%) Relational Database
7 21 (9.77%) OLTP
8 18 (8.37%) Hadoop
9 17 (7.91%) MySQL
9 17 (7.91%) Oracle Database
9 17 (7.91%) Power BI
9 17 (7.91%) SAP Data Services
10 16 (7.44%) NoSQL
11 15 (6.98%) RDBMS
12 13 (6.05%) Oracle ODI
13 12 (5.58%) SQL Server Analysis Services
14 8 (3.72%) MongoDB
14 8 (3.72%) PostgreSQL
15 7 (3.26%) Data Mart
Development Applications
1 34 (15.81%) ERwin
2 15 (6.98%) PowerDesigner
2 15 (6.98%) Subversion
3 12 (5.58%) Git (software)
4 5 (2.33%) ER Studio
4 5 (2.33%) JIRA
5 4 (1.86%) Team Foundation Server
5 4 (1.86%) Visual Studio
6 3 (1.40%) Visual Studio Team System
6 3 (1.40%) VSS/SourceSafe
7 1 (0.47%) Oracle Forms
General
1 79 (36.74%) Finance
2 17 (7.91%) Front Office
3 14 (6.51%) Banking
4 10 (4.65%) Financial Institution
5 7 (3.26%) Investment Banking
5 7 (3.26%) Retail
6 5 (2.33%) Music Industry
7 3 (1.40%) Marketing
7 3 (1.40%) Private Banking
8 2 (0.93%) Advertising
8 2 (0.93%) Law
8 2 (0.93%) Publishing
9 1 (0.47%) Back Office
9 1 (0.47%) Electronics
9 1 (0.47%) Legal
9 1 (0.47%) Manufacturing
9 1 (0.47%) Pharmaceutical
Job Titles
1 111 (51.63%) Architect
2 97 (45.12%) Data Architect
3 52 (24.19%) Analyst
4 26 (12.09%) Business Analyst
4 26 (12.09%) Data Modeller
5 25 (11.63%) Developer
6 15 (6.98%) Data Analyst
7 12 (5.58%) Enterprise Architect
8 11 (5.12%) Enterprise Data Architect
9 10 (4.65%) Data Engineer
10 8 (3.72%) Agile Business Analyst
10 8 (3.72%) Senior Architect
10 8 (3.72%) Solutions Architect
11 7 (3.26%) Business Intelligence Architect
11 7 (3.26%) Database Developer
11 7 (3.26%) SQL Developer
12 6 (2.79%) Big Data Architect
12 6 (2.79%) Python Engineer
12 6 (2.79%) Senior Analyst
12 6 (2.79%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 24 (11.16%) XML
2 17 (7.91%) JSON
3 15 (6.98%) Web Services
4 14 (6.51%) REST
5 13 (6.05%) Middleware
5 13 (6.05%) Oracle GoldenGate
6 12 (5.58%) Jinja
7 7 (3.26%) CSS
8 6 (2.79%) J2EE
9 5 (2.33%) Kafka
9 5 (2.33%) SOAP
10 4 (1.86%) JMS
11 3 (1.40%) .NET
11 3 (1.40%) HTML
11 3 (1.40%) JDBC
11 3 (1.40%) jQuery
11 3 (1.40%) MDX
11 3 (1.40%) Spring
11 3 (1.40%) WPF
12 2 (0.93%) FIX Protocol
Miscellaneous
1 54 (25.12%) Analytical Skills
2 25 (11.63%) Management Information System
3 24 (11.16%) Data Structures
4 17 (7.91%) Computer Science
5 16 (7.44%) Reference Data
6 11 (5.12%) Hybrid Cloud
7 9 (4.19%) Taxonomies
8 8 (3.72%) User Experience
9 6 (2.79%) Cyberthreat
10 5 (2.33%) Enterprise Software
10 5 (2.33%) Greenfield Project
11 4 (1.86%) NHS
11 4 (1.86%) State Machine
12 3 (1.40%) Self-Motivation
13 2 (0.93%) Equities
13 2 (0.93%) Smart Meter
14 1 (0.47%) Data Protection Act
14 1 (0.47%) N-Tier
14 1 (0.47%) Public Cloud
14 1 (0.47%) SCADA
Operating Systems
1 5 (2.33%) Windows
2 2 (0.93%) Unix
3 1 (0.47%) Linux
Processes & Methodologies
1 215 (100.00%) Data Modelling
2 122 (56.74%) Physical Data Model
3 89 (41.40%) Data Architecture
4 68 (31.63%) Business Intelligence
5 65 (30.23%) Agile Software Development
5 65 (30.23%) Data Integration
6 51 (23.72%) Data Management
7 50 (23.26%) Data Analysis
8 49 (22.79%) Data Governance
9 45 (20.93%) ETL
10 41 (19.07%) Analytics
11 39 (18.14%) Master Data Management
11 39 (18.14%) Problem-Solving
12 37 (17.21%) Migration
13 34 (15.81%) Conceptual Models
14 29 (13.49%) UML
15 27 (12.56%) Data Security
16 25 (11.63%) SDLC
17 24 (11.16%) Information Architecture
18 23 (10.70%) TOGAF
Programming Languages
1 89 (41.40%) SQL
2 36 (16.74%) Python
3 14 (6.51%) R
4 12 (5.58%) T-SQL
5 10 (4.65%) Java
6 9 (4.19%) C#
7 8 (3.72%) PL/SQL
8 5 (2.33%) JavaScript
9 3 (1.40%) Data Analysis Expressions (DAX)
9 3 (1.40%) Perl
9 3 (1.40%) PowerShell
10 2 (0.93%) C
10 2 (0.93%) C++
10 2 (0.93%) Go
10 2 (0.93%) Scala
10 2 (0.93%) Shell Script
11 1 (0.47%) PHP
Qualifications
1 43 (20.00%) Degree
2 5 (2.33%) Computer Science Degree
2 5 (2.33%) Master's Degree
3 4 (1.86%) ITIL Certification
3 4 (1.86%) Postgraduate
4 3 (1.40%) ISEB
4 3 (1.40%) TOGAF Certification
5 1 (0.47%) Microsoft Certification
Quality Assurance & Compliance
1 57 (26.51%) Data Quality
2 5 (2.33%) QA
3 4 (1.86%) GDPR
4 2 (0.93%) MiFID
4 2 (0.93%) SLA
5 1 (0.47%) ISO/IEC 27001
System Software
1 2 (0.93%) Apache ZooKeeper
1 2 (0.93%) HDFS
2 1 (0.47%) Apache Flume
Systems Management
1 1 (0.47%) Hadoop YARN
Vendors
1 45 (20.93%) Microsoft
2 34 (15.81%) Oracle
3 18 (8.37%) Informatica
4 16 (7.44%) IBM
5 15 (6.98%) Trillium
6 6 (2.79%) SAP
6 6 (2.79%) Tableau
6 6 (2.79%) Teradata
7 4 (1.86%) Dell
7 4 (1.86%) Google
7 4 (1.86%) Salesforce.com
7 4 (1.86%) Talend
8 3 (1.40%) Casewise
8 3 (1.40%) Cloudera
8 3 (1.40%) Cognos
9 2 (0.93%) Adobe
9 2 (0.93%) Cognizant
9 2 (0.93%) MapR
10 1 (0.47%) Ab Initio
10 1 (0.47%) MicroStrategy