Period
to 13 December 2017

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 13 December 2017 with a comparison to the same period over the previous 2 years.

Data Structures
South East > Berkshire
6 months to
13 Dec 2017
Same period 2016 Same period 2015
Rank 211 266 293
Rank change year-on-year +55 +27 +27
Permanent jobs citing Data Structures 40 36 45
As % of all permanent IT jobs advertised in Berkshire 0.62% 0.42% 0.41%
As % of the Miscellaneous category 1.53% 1.04% 0.98%
Number of salaries quoted 36 30 37
Berkshire median annual salary £57,500 £55,000 £55,000
Median salary % change year-on-year +4.55% - +7.32%
10th Percentile £29,250 £32,500 £43,400
90th Percentile £78,125 £72,500 £73,750
South East median annual salary £50,000 £42,500 £45,000
% change year-on-year +17.65% -5.56% -2.70%

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 2614 3464 4580
As % of all permanent IT jobs advertised in Berkshire 40.40% 40.78% 41.79%
Number of salaries quoted 2008 2681 3666
Berkshire median annual salary £47,500 £50,000 £50,000
Median salary % change year-on-year -5.00% - +5.26%
10th Percentile £27,500 £29,500 £27,500
90th Percentile £73,750 £75,000 £72,000
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 13 December 2017.

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 13 December 2017. 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 +2 9 £55,000 -8.33%
Reading +26 8 £62,500 +38.89%
Wokingham - 2 £29,500 -
Newbury - 1 £35,000 -
Data Structures
South East

For the 6 months to 13 December 2017, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Berkshire region with a requirement for Data Structures.

1 25 (62.50%) SQL
2 18 (45.00%) Data Modelling
3 13 (32.50%) Migration
4 12 (30.00%) Analytics
5 11 (27.50%) Data Quality
6 10 (25.00%) Relational Database
6 10 (25.00%) Data Analysis
6 10 (25.00%) Python
6 10 (25.00%) Data Warehouse
6 10 (25.00%) ETL
7 9 (22.50%) Data Migration
7 9 (22.50%) Logical Data Model
7 9 (22.50%) Big Data
8 8 (20.00%) Retail
8 8 (20.00%) Data Management
8 8 (20.00%) Finance
8 8 (20.00%) IBM
8 8 (20.00%) DB2
9 7 (17.50%) Unix
9 7 (17.50%) Computer Science
9 7 (17.50%) Statistics
9 7 (17.50%) Mathematics
9 7 (17.50%) Algorithms
10 6 (15.00%) Analytical Skills
10 6 (15.00%) Perl
10 6 (15.00%) Java
10 6 (15.00%) Business Intelligence
11 5 (12.50%) RDBMS
11 5 (12.50%) Data Mining
11 5 (12.50%) MATLAB

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 (10.00%) Apache Spark
2 3 (7.50%) SAS
3 2 (5.00%) Apache Pig
Applications
1 2 (5.00%) Microsoft Excel
Business Applications
1 2 (5.00%) NetSuite
2 1 (2.50%) Hyperion Planning
Cloud Services
1 4 (10.00%) SaaS
2 2 (5.00%) iPaaS
2 2 (5.00%) Salesforce Sales Cloud
2 2 (5.00%) Salesforce Service Cloud
3 1 (2.50%) Akamai
3 1 (2.50%) Amazon AWS
3 1 (2.50%) Force.com
3 1 (2.50%) Google Cloud Platform
3 1 (2.50%) IaaS
3 1 (2.50%) PaaS
Communications & Networking
1 1 (2.50%) DNS
1 1 (2.50%) HTTP
1 1 (2.50%) SSL
1 1 (2.50%) TCP/IP
Database & Business Intelligence
1 10 (25.00%) Data Warehouse
1 10 (25.00%) Relational Database
2 9 (22.50%) Big Data
3 8 (20.00%) DB2
4 5 (12.50%) Apache Cassandra
4 5 (12.50%) Data Mining
4 5 (12.50%) NoSQL
4 5 (12.50%) PostgreSQL
4 5 (12.50%) RDBMS
5 4 (10.00%) Star Schema
6 3 (7.50%) KNIME
6 3 (7.50%) SQL Server
7 2 (5.00%) Apache Hive
7 2 (5.00%) Crystal Reports
7 2 (5.00%) Hadoop
7 2 (5.00%) MySQL
7 2 (5.00%) QlikView
8 1 (2.50%) Amazon Redshift
8 1 (2.50%) Oracle Database
8 1 (2.50%) Pentaho
Development Applications
1 1 (2.50%) Git (software)
1 1 (2.50%) Jenkins
1 1 (2.50%) JIRA
General
1 8 (20.00%) Finance
1 8 (20.00%) Retail
2 3 (7.50%) Marketing
3 2 (5.00%) Banking
Job Titles
1 10 (25.00%) Developer
2 9 (22.50%) Analyst
3 8 (20.00%) Data Analyst
4 6 (15.00%) SQL Analyst
4 6 (15.00%) SQL Data Analyst
5 5 (12.50%) Data Scientist
6 4 (10.00%) Architect
6 4 (10.00%) Business Intelligence Developer
6 4 (10.00%) Data Modeller
6 4 (10.00%) Junior
6 4 (10.00%) Junior Business Intelligence Developer
6 4 (10.00%) Junior Developer
6 4 (10.00%) MicroStrategy Developer
7 2 (5.00%) Administrator
7 2 (5.00%) Applications Support
7 2 (5.00%) Consultant
7 2 (5.00%) Data Architect
7 2 (5.00%) DBA
7 2 (5.00%) Senior Developer
7 2 (5.00%) Support Engineer
Libraries, Frameworks & Software Standards
1 4 (10.00%) XML
2 2 (5.00%) JSON
2 2 (5.00%) REST
2 2 (5.00%) SOAP
2 2 (5.00%) Visualforce
2 2 (5.00%) Web Services
3 1 (2.50%) EDI
3 1 (2.50%) HTML
3 1 (2.50%) RESTful
Miscellaneous
1 7 (17.50%) Algorithms
1 7 (17.50%) Computer Science
2 6 (15.00%) Analytical Skills
3 4 (10.00%) Data Centre
3 4 (10.00%) Management Information System
4 3 (7.50%) Linux Command Line
4 3 (7.50%) User Experience
5 2 (5.00%) Derivative
5 2 (5.00%) Foreign Exchange (FX)
5 2 (5.00%) Market Risk
5 2 (5.00%) OTC Derivatives
6 1 (2.50%) Mainframe
6 1 (2.50%) Public Cloud
Operating Systems
1 7 (17.50%) Unix
2 4 (10.00%) Linux
Processes & Methodologies
1 18 (45.00%) Data Modelling
2 13 (32.50%) Migration
3 12 (30.00%) Analytics
4 10 (25.00%) Data Analysis
4 10 (25.00%) ETL
5 9 (22.50%) Data Migration
5 9 (22.50%) Logical Data Model
6 8 (20.00%) Data Management
7 7 (17.50%) Mathematics
7 7 (17.50%) Statistics
8 6 (15.00%) Business Intelligence
9 5 (12.50%) Decision Tree
9 5 (12.50%) ITIL
9 5 (12.50%) Logistic Regression
9 5 (12.50%) Machine Learning
9 5 (12.50%) Neural Network
9 5 (12.50%) Operations Research
9 5 (12.50%) Predictive Analytics
10 4 (10.00%) Master Data Management
10 4 (10.00%) Metadata Management
Programming Languages
1 25 (62.50%) SQL
2 10 (25.00%) Python
3 6 (15.00%) Java
3 6 (15.00%) Perl
4 5 (12.50%) C#
4 5 (12.50%) C++
4 5 (12.50%) MATLAB
5 3 (7.50%) JavaScript
5 3 (7.50%) R
6 2 (5.00%) Apex Code
6 2 (5.00%) VB
6 2 (5.00%) VBScript
7 1 (2.50%) Bash Shell
7 1 (2.50%) COBOL
7 1 (2.50%) Go
7 1 (2.50%) JCL
7 1 (2.50%) Ruby
Qualifications
1 5 (12.50%) Degree
1 5 (12.50%) PhD
2 2 (5.00%) ITIL Foundation Certificate
2 2 (5.00%) Master's Degree
2 2 (5.00%) Numerate Degree
Quality Assurance & Compliance
1 11 (27.50%) Data Quality
2 4 (10.00%) GDPR
3 1 (2.50%) GCP
3 1 (2.50%) ISO/IEC 27001
System Software
1 2 (5.00%) Docker
Systems Management
1 2 (5.00%) Ansible
1 2 (5.00%) Kubernetes
2 1 (2.50%) Opscode Chef
2 1 (2.50%) Puppet
Vendors
1 8 (20.00%) IBM
2 5 (12.50%) Oracle
3 4 (10.00%) JDA
3 4 (10.00%) MicroStrategy
4 2 (5.00%) Jaspersoft
4 2 (5.00%) Jitterbit
4 2 (5.00%) Microsoft
4 2 (5.00%) Pardot
4 2 (5.00%) Salesforce Marketing Cloud
4 2 (5.00%) Salesforce.com
5 1 (2.50%) Atlassian
5 1 (2.50%) Concur
5 1 (2.50%) Hyperion
5 1 (2.50%) Informatica
5 1 (2.50%) Red Hat
5 1 (2.50%) SAP
5 1 (2.50%) Tableau