Period
to 22 February 2020

The following table provides summary statistics for permanent job vacancies advertised in the East of England with a requirement for Physical Data Model skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Physical Data Model over the 6 months to 22 February 2020 with a comparison to the same period in the previous 2 years.

Physical Data Model
England > East of England
6 months to
22 Feb 2020
Same period 2019 Same period 2018
Rank 217 300 365
Rank change year-on-year +83 +65 -2
Permanent jobs citing Physical Data Model 33 6 10
As % of all permanent IT jobs advertised in the East of England 0.56% 0.066% 0.080%
As % of the Processes & Methodologies category 0.61% 0.073% 0.088%
Number of salaries quoted 20 4 9
East of England median annual salary £75,000 £65,000 £70,000
Median salary % change year-on-year +15.38% -7.14% +47.37%
10th Percentile £72,500 £59,125 £54,500
90th Percentile £85,125 £70,000 £80,000
England median annual salary £71,750 £82,500 £65,000
% change year-on-year -13.03% +26.92% +8.33%

Physical 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 the East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 5,417 8,180 11,425
As % of all permanent IT jobs advertised in the East of England 91.16% 89.89% 91.52%
Number of salaries quoted 3,850 6,179 9,264
East of England median annual salary £50,000 £47,500 £49,250
Median salary % change year-on-year +5.26% -3.55% +9.44%
10th Percentile £28,750 £26,750 £27,500
90th Percentile £77,500 £72,500 £71,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Physical Data Model
Job Vacancy Trend in the East of England

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

Job vacancy trend for Physical Data Model in the East of England

Physical Data Model
Salary Trend in the East of England

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

Salary trend for Physical Data Model in the East of England

Physical Data Model
Salary Histogram in the East of England

The salary distribution of IT jobs citing Physical Data Model in the East of England over the 6 months to 22 February 2020.

Salary histogram for Physical Data Model in the East of England

Physical Data Model
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Physical Data Model within the East of England region over the 6 months to 22 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
Bedfordshire +40 29 £75,000 - 1
Hertfordshire +46 3 £95,000 +46.15% 1
Suffolk - 1 - -
Physical Data Model
England

For the 6 months to 22 February 2020, IT jobs citing Physical 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 East of England region with a requirement for Physical Data Model.

1 33 (100.00%) Data Modelling
1 33 (100.00%) Logical Data Model
2 29 (87.88%) Business Intelligence
3 28 (84.85%) Agile Software Development
3 28 (84.85%) Waterfall
4 20 (60.61%) Shell Script
5 18 (54.55%) Stakeholder Management
5 18 (54.55%) OLTP
5 18 (54.55%) Data Warehouse
5 18 (54.55%) Unix
5 18 (54.55%) Linux
5 18 (54.55%) Python
5 18 (54.55%) Apache Hive
5 18 (54.55%) Big Data
5 18 (54.55%) Kafka
5 18 (54.55%) Apache Flume
5 18 (54.55%) Data Engineering
5 18 (54.55%) Apache Kudu
5 18 (54.55%) Oozie
5 18 (54.55%) Impala
5 18 (54.55%) Analytical Skills
5 18 (54.55%) Apache Spark
5 18 (54.55%) Conceptual Models
6 17 (51.52%) Scrum
7 13 (39.39%) Tableau
8 12 (36.36%) Data Mapping
9 11 (33.33%) Validation
9 11 (33.33%) Migration
9 11 (33.33%) User Acceptance Testing
9 11 (33.33%) Data Migration

Physical Data Model
Co-occurring IT Skills in the East of 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 18 (54.55%) Apache Spark
Applications
1 2 (6.06%) Microsoft Excel
2 1 (3.03%) Microsoft Office
2 1 (3.03%) MS Visio
Business Applications
1 1 (3.03%) SAP MDG
1 1 (3.03%) Sparx Enterprise Architect
Cloud Services
1 3 (9.09%) Serverless
2 2 (6.06%) Azure
Database & Business Intelligence
1 18 (54.55%) Apache Hive
1 18 (54.55%) Apache Kudu
1 18 (54.55%) Big Data
1 18 (54.55%) Data Warehouse
1 18 (54.55%) Impala
1 18 (54.55%) OLTP
2 9 (27.27%) Hadoop
3 5 (15.15%) SQL Server
4 3 (9.09%) RDBMS
4 3 (9.09%) Relational Database
5 2 (6.06%) Oracle Database
6 1 (3.03%) SAP Data Services
Job Titles
1 21 (63.64%) Architect
2 20 (60.61%) Data Architect
3 12 (36.36%) Analyst
3 12 (36.36%) Data Analyst
4 11 (33.33%) Data Modeller
5 9 (27.27%) Tableau Architect
6 7 (21.21%) Business Intelligence Architect
6 7 (21.21%) Hadoop Architect
7 6 (18.18%) Big Data Architect
7 6 (18.18%) Technical Architect
8 4 (12.12%) Cloud Architect
9 2 (6.06%) Azure Architect
9 2 (6.06%) SQL Server Architect
10 1 (3.03%) Business Analyst
10 1 (3.03%) Business Data Analyst
10 1 (3.03%) Data Business Analyst
10 1 (3.03%) Enterprise Architect
10 1 (3.03%) Enterprise Data Architect
Libraries, Frameworks & Software Standards
1 18 (54.55%) Kafka
Miscellaneous
1 18 (54.55%) Analytical Skills
2 11 (33.33%) Data Structures
3 2 (6.06%) Management Information System
4 1 (3.03%) Reference Data
Operating Systems
1 18 (54.55%) Linux
1 18 (54.55%) Unix
Processes & Methodologies
1 33 (100.00%) Data Modelling
1 33 (100.00%) Logical Data Model
2 29 (87.88%) Business Intelligence
3 28 (84.85%) Agile Software Development
3 28 (84.85%) Waterfall
4 18 (54.55%) Conceptual Models
4 18 (54.55%) Data Engineering
4 18 (54.55%) Stakeholder Management
5 17 (51.52%) Scrum
6 12 (36.36%) Data Mapping
7 11 (33.33%) Data Analysis
7 11 (33.33%) Data Migration
7 11 (33.33%) Inmon Methodology
7 11 (33.33%) Kimball Methodology
7 11 (33.33%) Migration
7 11 (33.33%) Problem-Solving
7 11 (33.33%) Stakeholder Engagement
7 11 (33.33%) User Acceptance Testing
7 11 (33.33%) Validation
8 5 (15.15%) Technical Leadership
Programming Languages
1 20 (60.61%) Shell Script
2 18 (54.55%) Python
3 3 (9.09%) SQL
4 2 (6.06%) MATLAB
4 2 (6.06%) VB
Qualifications
1 2 (6.06%) Degree
Quality Assurance & Compliance
1 11 (33.33%) Data Quality
2 1 (3.03%) QA
System Software
1 18 (54.55%) Apache Flume
2 9 (27.27%) HDFS
Systems Management
1 18 (54.55%) Oozie
Vendors
1 13 (39.39%) Tableau
2 6 (18.18%) Cloudera
3 3 (9.09%) Microsoft
4 2 (6.06%) Adobe
4 2 (6.06%) Oracle
5 1 (3.03%) SAP
5 1 (3.03%) Sparx