Period
to 22 May 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Berkshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 22 May 2018 with a comparison to the same period over the previous 2 years.

Data Structures
South East > Berkshire
6 months to
22 May 2018
Same period 2017 Same period 2016
Rank 245 246 288
Rank change year-on-year +1 +42 +15
Permanent jobs citing Data Structures 24 23 34
As % of all permanent IT jobs advertised in Berkshire 0.35% 0.34% 0.35%
As % of the Miscellaneous category 0.86% 0.88% 0.83%
Number of salaries quoted 20 17 32
Berkshire median annual salary £60,000 £50,000 £42,500
Median salary % change year-on-year +20.00% +17.65% +51.79%
10th Percentile £41,750 £37,000 £40,000
90th Percentile £77,500 £61,250 £64,750
South East median annual salary £50,000 £42,500 £45,000
% change year-on-year +17.65% -5.56% -6.25%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Berkshire with a requirement for generic IT skills.

All Generic IT Skills
Berkshire
Permanent vacancies with a requirement for generic IT skills 2,792 2,610 4,080
As % of all permanent IT jobs advertised in Berkshire 40.33% 39.06% 42.36%
Number of salaries quoted 2,221 1,991 3,352
Berkshire median annual salary £50,000 £50,000 £50,000
10th Percentile £28,000 £26,625 £27,500
90th Percentile £72,500 £73,750 £71,250
South East median annual salary £45,000 £42,500 £45,000
% change year-on-year +5.88% -5.56% +3.45%

Data Structures
Job Vacancy Trend in Berkshire

Job postings citing Data Structures as a percentage of all IT jobs advertised in Berkshire.

Job vacancy trend for Data Structures in Berkshire

Data Structures
Salary Trend in Berkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Berkshire.

Salary trend for Data Structures in Berkshire

Data Structures
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Data Structures in Berkshire over the 6 months to 22 May 2018.

Salary histogram for Data Structures in Berkshire

Data Structures
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Berkshire region over the 6 months to 22 May 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
Slough +8 5 £60,000 +50.00%
Reading +11 4 £45,000 -14.29% 2
Newbury - 2 £35,000 - 1
Wokingham - 1 - -
Data Structures
South East

For the 6 months to 22 May 2018, IT jobs citing Data Structures 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 Berkshire region with a requirement for Data Structures.

1 13 (54.17%) Data Warehouse
2 11 (45.83%) ETL
3 10 (41.67%) SQL
3 10 (41.67%) PostgreSQL
3 10 (41.67%) Relational Database
4 9 (37.50%) Apache Cassandra
4 9 (37.50%) NoSQL
4 9 (37.50%) Migration
4 9 (37.50%) RDBMS
5 8 (33.33%) Linux
5 8 (33.33%) Finance
5 8 (33.33%) Degree
6 6 (25.00%) ITIL
6 6 (25.00%) Unix
7 5 (20.83%) CRM
7 5 (20.83%) Business Intelligence
7 5 (20.83%) ERP
7 5 (20.83%) Agile Software Development
7 5 (20.83%) Analytical Skills
7 5 (20.83%) Computer Science
7 5 (20.83%) JIRA
8 4 (16.67%) Big Data
8 4 (16.67%) JavaScript
9 3 (12.50%) ABAP
9 3 (12.50%) SAP
9 3 (12.50%) SOAP
9 3 (12.50%) Web Services
9 3 (12.50%) XML
9 3 (12.50%) BusinessObjects
9 3 (12.50%) SAP BW

Data Structures
Co-occurring IT Skills in Berkshire 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 3 (12.50%) Apache Spark
2 1 (4.17%) JBoss
2 1 (4.17%) WildFly
Business Applications
1 3 (12.50%) SAP CO
1 3 (12.50%) SAP FI
1 3 (12.50%) SAP FI/CO
2 2 (8.33%) NetSuite
Cloud Services
1 2 (8.33%) iPaaS
1 2 (8.33%) SaaS
Database & Business Intelligence
1 13 (54.17%) Data Warehouse
2 10 (41.67%) PostgreSQL
2 10 (41.67%) Relational Database
3 9 (37.50%) Apache Cassandra
3 9 (37.50%) NoSQL
3 9 (37.50%) RDBMS
4 4 (16.67%) Big Data
5 3 (12.50%) BusinessObjects
5 3 (12.50%) BusinessObjects Web Intelligence
5 3 (12.50%) SAP BW
6 1 (4.17%) Data Lake
6 1 (4.17%) MongoDB
6 1 (4.17%) Neo4j
6 1 (4.17%) OLAP
6 1 (4.17%) OLAP Cube
6 1 (4.17%) SQL Server Integration Services
6 1 (4.17%) SQL Server Reporting Services
Development Applications
1 5 (20.83%) JIRA
2 3 (12.50%) Git (software)
3 2 (8.33%) Jenkins
4 1 (4.17%) Maven
General
1 8 (33.33%) Finance
2 3 (12.50%) Marketing
3 1 (4.17%) Banking
3 1 (4.17%) Retail
Job Titles
1 6 (25.00%) Analyst
1 6 (25.00%) DBA
1 6 (25.00%) PostgreSQL DBA
2 5 (20.83%) Architect
3 4 (16.67%) Administrator
3 4 (16.67%) NoSQL Administrator
4 3 (12.50%) Developer
4 3 (12.50%) SAP Analyst
4 3 (12.50%) SAP BW Analyst
4 3 (12.50%) Systems Analyst
5 2 (8.33%) Business Intelligence Analyst
5 2 (8.33%) Consultant
5 2 (8.33%) Database Architect
5 2 (8.33%) Senior DBA
5 2 (8.33%) Technical Consultant
6 1 (4.17%) Python Developer
6 1 (4.17%) Python Programmer
6 1 (4.17%) SQL Developer
6 1 (4.17%) Web Applications Developer
6 1 (4.17%) Web Programmer
Libraries, Frameworks & Software Standards
1 3 (12.50%) MDX
1 3 (12.50%) REST
1 3 (12.50%) SOAP
1 3 (12.50%) Web Services
1 3 (12.50%) XML
2 2 (8.33%) AngularJS
2 2 (8.33%) Django
2 2 (8.33%) jQuery
2 2 (8.33%) JSON
2 2 (8.33%) RESTful
2 2 (8.33%) Twitter Bootstrap
3 1 (4.17%) J2EE
3 1 (4.17%) JAX-RS
3 1 (4.17%) JAX-WS
3 1 (4.17%) JDBC
3 1 (4.17%) Regular Expression
3 1 (4.17%) Spring
3 1 (4.17%) XSLT
Miscellaneous
1 5 (20.83%) Analytical Skills
1 5 (20.83%) Computer Science
2 3 (12.50%) Data Centre
3 2 (8.33%) Derivative
3 2 (8.33%) Fintech
3 2 (8.33%) Market Risk
4 1 (4.17%) Foreign Exchange (FX)
4 1 (4.17%) Greenfield Project
Operating Systems
1 8 (33.33%) Linux
2 6 (25.00%) Unix
Processes & Methodologies
1 11 (45.83%) ETL
2 9 (37.50%) Migration
3 6 (25.00%) ITIL
4 5 (20.83%) Agile Software Development
4 5 (20.83%) Business Intelligence
4 5 (20.83%) CRM
4 5 (20.83%) ERP
5 3 (12.50%) Analytics
5 3 (12.50%) B2B
5 3 (12.50%) Data Modelling
5 3 (12.50%) Performance Tuning
5 3 (12.50%) Root Cause Analysis
5 3 (12.50%) Software Engineering
5 3 (12.50%) TOGAF
5 3 (12.50%) Waterfall
6 2 (8.33%) Database Optimisation
6 2 (8.33%) Document Management
6 2 (8.33%) Financial Modelling
6 2 (8.33%) SDLC
6 2 (8.33%) Test Automation
Programming Languages
1 10 (41.67%) SQL
2 4 (16.67%) JavaScript
3 3 (12.50%) ABAP
4 2 (8.33%) Python
4 2 (8.33%) R
4 2 (8.33%) VB
4 2 (8.33%) VBScript
5 1 (4.17%) Java
Qualifications
1 8 (33.33%) Degree
2 3 (12.50%) Computer Science Degree
3 2 (8.33%) Master's Degree
3 2 (8.33%) Numerate Degree
Vendors
1 3 (12.50%) SAP
2 2 (8.33%) Jitterbit
3 1 (4.17%) Tableau
3 1 (4.17%) Talend