The following table provides summary statistics for permanent job vacancies advertised in Bedfordshire with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 3 months to 29 June 2017 with a comparison to the same period in the previous 2 years.

Big Data
East of England / Bedfordshire
3 months to
29 Jun 2017
Same period 2016 Same period 2015
Rank 48 78 91
Rank change year-on-year +30 +13  
Permanent jobs citing Big Data 21 2 8
As % of all permanent IT jobs advertised in Bedfordshire 3.40% 0.23% 0.71%
As % of the Database & Business Intelligence category 13.55% 0.82% 2.35%
Number of salaries quoted 15 2 8
Median salary £30,500 £41,500 £57,500
Median salary % change year-on-year -26.50% -27.82%  
90% offered a salary of more than £29,250 £37,900 £27,350
10% offered a salary of more than £76,000 £44,300 £70,500
UK excluding London median salary £52,500 £54,000 £47,500
% change year-on-year -2.77% +13.68%  

Big Data is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Bedfordshire with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
Bedfordshire
Permanent job vacancies with a requirement for database and business intelligence skills 155 244 340
As % of all permanent IT job vacancies advertised in Bedfordshire 25.12% 27.51% 30.25%
Number of salaries quoted 300 502 720
Median salary £42,500 £45,000 £45,000
Median salary % change year-on-year -5.55% -  
90% offered a salary of more than £29,250 £35,000 £27,500
10% offered a salary of more than £58,750 £65,500 £62,000
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

Big Data
Job Vacancy Trend in Bedfordshire

Job postings citing Big Data as a percentage of all IT jobs advertised in Bedfordshire.

Job vacancy trend for Big Data in Bedfordshire

Big Data
Salary Trend in Bedfordshire

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

Salary trend for Big Data in Bedfordshire

Big Data
Salary Histogram in Bedfordshire

The salary distribution of IT jobs citing Big Data in Bedfordshire over the 3 months to 29 June 2017.

Salary histogram for Big Data in Bedfordshire

Big Data
Job Locations in Bedfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Bedfordshire region over the 3 months to 29 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Luton +15 16 £30,500 -26.50% 3
Bedford - 1 £40,000 -
Big Data
East of England

For the 6 months to 29 June 2017, IT jobs citing Big Data 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 Bedfordshire region with a requirement for Big Data.

1 17 (70.83%) Analytics
2 16 (66.67%) Hadoop
3 15 (62.50%) Amazon AWS
3 15 (62.50%) Apache Hive
3 15 (62.50%) Tableau
3 15 (62.50%) Impala
3 15 (62.50%) SQL
4 13 (54.17%) Business Intelligence
5 12 (50.00%) Data Management
5 12 (50.00%) Apache Spark
6 11 (45.83%) Machine Learning
6 11 (45.83%) Yield Management
6 11 (45.83%) Degree
6 11 (45.83%) Foreign Exchange (FX)
7 10 (41.67%) Web Services
7 10 (41.67%) Statistics
7 10 (41.67%) Mathematics
8 9 (37.50%) SQL Server
9 8 (33.33%) Microsoft Excel
9 8 (33.33%) SQL Server Reporting Services
10 7 (29.17%) Visualisation
10 7 (29.17%) Analytical Skills
11 6 (25.00%) Customer Analytics
11 6 (25.00%) Statistical Modelling
11 6 (25.00%) Apache Flume
11 6 (25.00%) R
11 6 (25.00%) Data Visualisation
11 6 (25.00%) Data Quality
11 6 (25.00%) Stakeholder Management
11 6 (25.00%) Econometrics

Big Data
Co-occurring IT Skills in Bedfordshire 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 12 (50.00%) Apache Spark
2 6 (25.00%) SAS
Applications
1 8 (33.33%) Microsoft Excel
2 3 (12.50%) Microsoft PowerPoint
2 3 (12.50%) MS Visio
Business Applications
1 4 (16.67%) Oracle Applications
2 1 (4.17%) Dynamics AX
2 1 (4.17%) Dynamics NAV
Cloud Services
1 15 (62.50%) Amazon AWS
2 5 (20.83%) Amazon EMR
2 5 (20.83%) Amazon Kinesis
3 1 (4.17%) Microsoft Azure
Communications & Networking
1 2 (8.33%) Network Security
Database & Business Intelligence
1 16 (66.67%) Hadoop
2 15 (62.50%) Apache Hive
2 15 (62.50%) Impala
3 9 (37.50%) SQL Server
4 8 (33.33%) SQL Server Reporting Services
5 5 (20.83%) Amazon Redshift
5 5 (20.83%) Data Warehouse
5 5 (20.83%) Redis
5 5 (20.83%) SQL Server Integration Services
6 4 (16.67%) BusinessObjects
6 4 (16.67%) BusinessObjects Business Intelligence
6 4 (16.67%) Data Mining
6 4 (16.67%) OLAP
6 4 (16.67%) Oracle OLAP
6 4 (16.67%) SQL Server 2008
6 4 (16.67%) SQL Server Analysis Services
6 4 (16.67%) Sqoop
7 1 (4.17%) Azure SQL Database
7 1 (4.17%) Data Lake
7 1 (4.17%) Relational Database
General
1 6 (25.00%) Retail
2 2 (8.33%) Legal
3 1 (4.17%) Finance
Job Titles
1 8 (33.33%) Analyst
2 6 (25.00%) Analytics Consultant
2 6 (25.00%) Business Intelligence Analyst
2 6 (25.00%) Consultant
2 6 (25.00%) Data Analytics Consultant
2 6 (25.00%) Data Consultant
2 6 (25.00%) SAS Consultant
3 5 (20.83%) Analytics Manager
3 5 (20.83%) Data Analytics Manager
3 5 (20.83%) Data Manager
3 5 (20.83%) Portfolio Manager
4 4 (16.67%) SQL Analyst
5 3 (12.50%) Architect
5 3 (12.50%) Senior Consultant
5 3 (12.50%) Senior Data Analytics Consultant
5 3 (12.50%) Senior SAS Consultant
6 2 (8.33%) Business Systems Analyst
6 2 (8.33%) Information Architect
6 2 (8.33%) Security Architect
6 2 (8.33%) Systems Analyst
Libraries, Frameworks & Software Standards
1 10 (41.67%) Web Services
2 6 (25.00%) JSON
3 5 (20.83%) scikit-learn
3 5 (20.83%) TensorFlow
Miscellaneous
1 11 (45.83%) Foreign Exchange (FX)
2 7 (29.17%) Analytical Skills
3 4 (16.67%) Computer Science
4 3 (12.50%) Management Information System
5 1 (4.17%) Life Science
Processes & Methodologies
1 17 (70.83%) Analytics
2 13 (54.17%) Business Intelligence
3 12 (50.00%) Data Management
4 11 (45.83%) Machine Learning
4 11 (45.83%) Yield Management
5 10 (41.67%) Mathematics
5 10 (41.67%) Statistics
6 7 (29.17%) Visualisation
7 6 (25.00%) Customer Analytics
7 6 (25.00%) Data Visualisation
7 6 (25.00%) Econometrics
7 6 (25.00%) Experimental Design
7 6 (25.00%) Personalization
7 6 (25.00%) Stakeholder Management
7 6 (25.00%) Statistical Modelling
8 5 (20.83%) Artificial Intelligence
8 5 (20.83%) Demand Management
8 5 (20.83%) Line Management
8 5 (20.83%) Portfolio Management
8 5 (20.83%) Predictive Analytics
Programming Languages
1 15 (62.50%) SQL
2 6 (25.00%) MATLAB
2 6 (25.00%) Python
2 6 (25.00%) R
3 4 (16.67%) T-SQL
3 4 (16.67%) VBA
Qualifications
1 11 (45.83%) Degree
2 6 (25.00%) Numerate Degree
3 4 (16.67%) Computer Science Degree
Quality Assurance & Compliance
1 6 (25.00%) Data Quality
System Software
1 6 (25.00%) Apache Flume
Systems Management
1 4 (16.67%) Oozie
Vendors
1 15 (62.50%) Tableau
2 5 (20.83%) Cloudera
2 5 (20.83%) Microsoft
2 5 (20.83%) SAP
3 4 (16.67%) Oracle
4 1 (4.17%) JD Edwards
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