Period
to 18 February 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 18 February 2018 with a comparison to the same period over the previous 2 years.

Data Structures
South East > Berkshire
6 months to
18 Feb 2018
Same period 2017 Same period 2016
Rank 216 252 290
Rank change year-on-year +36 +38 +27
Permanent jobs citing Data Structures 31 25 54
As % of all permanent IT jobs advertised in Berkshire 0.47% 0.33% 0.49%
As % of the Miscellaneous category 1.19% 0.83% 1.19%
Number of salaries quoted 28 19 50
Berkshire median annual salary £60,000 £55,000 £46,750
Median salary % change year-on-year +9.09% +17.65% +16.88%
10th Percentile £29,000 £32,500 £41,125
90th Percentile £77,500 £76,500 £69,000
South East median annual salary £50,000 £41,250 £45,000
% change year-on-year +21.21% -8.33% -

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 2,610 3,007 4,521
As % of all permanent IT jobs advertised in Berkshire 39.29% 39.54% 40.67%
Number of salaries quoted 2,032 2,295 3,726
Berkshire median annual salary £47,500 £50,000 £50,000
Median salary % change year-on-year -5.00% - +1.01%
10th Percentile £27,750 £27,500 £27,500
90th Percentile £75,000 £77,500 £71,250
South East median annual salary £45,000 £45,000 £45,000

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 18 February 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 18 February 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
Reading +8 5 £45,000 -
Slough - 3 - -
Wokingham - 2 £29,500 -
Newbury - 2 £35,000 -
Data Structures
South East

For the 6 months to 18 February 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 17 (54.84%) Relational Database
2 15 (48.39%) SQL
2 15 (48.39%) Data Warehouse
2 15 (48.39%) ETL
3 13 (41.94%) Migration
4 11 (35.48%) PostgreSQL
4 11 (35.48%) RDBMS
4 11 (35.48%) Apache Cassandra
4 11 (35.48%) NoSQL
5 9 (29.03%) Business Intelligence
5 9 (29.03%) Data Modelling
6 8 (25.81%) Unix
6 8 (25.81%) Analytical Skills
7 7 (22.58%) Big Data
7 7 (22.58%) Analytics
7 7 (22.58%) Linux
8 6 (19.35%) Finance
8 6 (19.35%) Data Quality
8 6 (19.35%) Degree
9 5 (16.13%) JIRA
9 5 (16.13%) Computer Science
9 5 (16.13%) Algorithms
9 5 (16.13%) Data Management
9 5 (16.13%) Python
9 5 (16.13%) ERP
9 5 (16.13%) Java
9 5 (16.13%) Data Centre
10 4 (12.90%) Critical Success Factor
10 4 (12.90%) Apache Spark
10 4 (12.90%) ITIL

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 4 (12.90%) Apache Spark
2 2 (6.45%) Apache Pig
3 1 (3.23%) JBoss
3 1 (3.23%) SAS
3 1 (3.23%) WildFly
Business Applications
1 2 (6.45%) NetSuite
Cloud Services
1 2 (6.45%) iPaaS
1 2 (6.45%) SaaS
2 1 (3.23%) Akamai
2 1 (3.23%) Amazon AWS
2 1 (3.23%) Google Cloud Platform
2 1 (3.23%) IaaS
2 1 (3.23%) PaaS
Database & Business Intelligence
1 17 (54.84%) Relational Database
2 15 (48.39%) Data Warehouse
3 11 (35.48%) Apache Cassandra
3 11 (35.48%) NoSQL
3 11 (35.48%) PostgreSQL
3 11 (35.48%) RDBMS
4 7 (22.58%) Big Data
5 4 (12.90%) Star Schema
6 3 (9.68%) Data Mining
7 2 (6.45%) Apache Hive
7 2 (6.45%) Hadoop
8 1 (3.23%) KNIME
8 1 (3.23%) MongoDB
8 1 (3.23%) Neo4j
8 1 (3.23%) Oracle Database
8 1 (3.23%) SQL Server
8 1 (3.23%) SQL Server Integration Services
8 1 (3.23%) SQL Server Reporting Services
Development Applications
1 5 (16.13%) JIRA
2 2 (6.45%) Git (software)
3 1 (3.23%) Jenkins
3 1 (3.23%) Maven
General
1 6 (19.35%) Finance
2 3 (9.68%) Marketing
3 1 (3.23%) Retail
Job Titles
1 7 (22.58%) DBA
1 7 (22.58%) Developer
2 6 (19.35%) PostgreSQL DBA
3 5 (16.13%) Administrator
4 4 (12.90%) Architect
4 4 (12.90%) Business Intelligence Developer
4 4 (12.90%) Junior
4 4 (12.90%) Junior Business Intelligence Developer
4 4 (12.90%) Junior Developer
4 4 (12.90%) MicroStrategy Developer
4 4 (12.90%) NoSQL Administrator
5 3 (9.68%) Analyst
5 3 (9.68%) Data Scientist
6 2 (6.45%) Business Intelligence Analyst
6 2 (6.45%) Consultant
6 2 (6.45%) Data Architect
6 2 (6.45%) Database Architect
6 2 (6.45%) Senior DBA
6 2 (6.45%) Technical Consultant
7 1 (3.23%) Python Developer
Libraries, Frameworks & Software Standards
1 3 (9.68%) REST
1 3 (9.68%) SOAP
1 3 (9.68%) Web Services
1 3 (9.68%) XML
2 2 (6.45%) JSON
3 1 (3.23%) J2EE
3 1 (3.23%) JAX-RS
3 1 (3.23%) JAX-WS
3 1 (3.23%) JDBC
3 1 (3.23%) Regular Expression
3 1 (3.23%) RESTful
3 1 (3.23%) Spring
3 1 (3.23%) XSLT
Miscellaneous
1 8 (25.81%) Analytical Skills
2 5 (16.13%) Algorithms
2 5 (16.13%) Computer Science
2 5 (16.13%) Data Centre
3 1 (3.23%) Linux Command Line
3 1 (3.23%) Public Cloud
3 1 (3.23%) User Experience
Operating Systems
1 8 (25.81%) Unix
2 7 (22.58%) Linux
Processes & Methodologies
1 15 (48.39%) ETL
2 13 (41.94%) Migration
3 9 (29.03%) Business Intelligence
3 9 (29.03%) Data Modelling
4 7 (22.58%) Analytics
5 5 (16.13%) Data Management
5 5 (16.13%) ERP
6 4 (12.90%) Critical Success Factor
6 4 (12.90%) ITIL
6 4 (12.90%) Logical Data Model
6 4 (12.90%) Master Data Management
6 4 (12.90%) Metadata Management
6 4 (12.90%) TOGAF
7 3 (9.68%) Data Migration
7 3 (9.68%) Data Science
7 3 (9.68%) Decision Tree
7 3 (9.68%) Machine Learning
7 3 (9.68%) Neural Network
7 3 (9.68%) Operations Research
7 3 (9.68%) Statistics
Programming Languages
1 15 (48.39%) SQL
2 5 (16.13%) Java
2 5 (16.13%) Python
3 3 (9.68%) C#
3 3 (9.68%) C++
3 3 (9.68%) Perl
4 2 (6.45%) JavaScript
4 2 (6.45%) VB
4 2 (6.45%) VBScript
5 1 (3.23%) Go
5 1 (3.23%) MATLAB
5 1 (3.23%) R
Qualifications
1 6 (19.35%) Degree
2 3 (9.68%) PhD
3 2 (6.45%) Computer Science Degree
Quality Assurance & Compliance
1 6 (19.35%) Data Quality
2 1 (3.23%) GCP
2 1 (3.23%) ISO/IEC 27001
System Software
1 2 (6.45%) Docker
Systems Management
1 2 (6.45%) Kubernetes
2 1 (3.23%) Ansible
Vendors
1 4 (12.90%) MicroStrategy
2 2 (6.45%) Jitterbit
3 1 (3.23%) Atlassian
3 1 (3.23%) Concur
3 1 (3.23%) Oracle
3 1 (3.23%) Red Hat
3 1 (3.23%) SAP