Period
to 13 December 2017

The following table provides summary statistics for contract job vacancies advertised in Cambridgeshire with a requirement for Apache Spark skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Apache Spark over the 6 months to 13 December 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Apache Spark
East of England > Cambridgeshire
6 months to
13 Dec 2017
Same period 2016 Same period 2015
Rank 88 77 99
Rank change year-on-year -11 +22 -
Contract jobs citing Apache Spark 11 6 1
As % of all contract IT jobs advertised in Cambridgeshire 0.78% 0.53% 0.068%
As % of the Application Platforms category 5.98% 3.90% 0.32%
Number of daily rates quoted 6 5 1
Cambridgeshire median daily rate £425 £550 £450
Median daily rate % change year-on-year -22.73% +22.22% -
10th Percentile £307 £458 £425
90th Percentile £494 £695 £475
East of England median daily rate £488 £525 £501
% change year-on-year -7.14% +4.79% -
Number of hourly rates quoted 0 0 0
Cambridgeshire median hourly rate - - -
East of England median hourly rate - - -

Apache Spark is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Cambridgeshire with a requirement for application platform skills.

All Application Platform Skills
Cambridgeshire
Contract vacancies with a requirement for application platform skills 184 154 317
As % of all contract IT jobs advertised in Cambridgeshire 13.04% 13.50% 21.43%
Number of daily rates quoted 96 79 176
Cambridgeshire median daily rate £351 £400 £386
Median daily rate % change year-on-year -12.38% +3.56% +10.36%
10th Percentile £170 £211 £248
90th Percentile £506 £550 £575
East of England median daily rate £425 £388 £385
% change year-on-year +9.68% +0.65% +2.67%
Number of hourly rates quoted 3 3 32
Cambridgeshire median hourly rate £10.50 £11.25 £12.00
Median hourly rate % change year-on-year -6.67% -6.25% -47.83%
10th Percentile £10.05 £9.33 £8.75
90th Percentile £22.15 £11.88 £43.70
East of England median hourly rate £37.00 £16.50 £24.00
% change year-on-year +124.24% -31.25% +14.29%

Apache Spark
Job Vacancy Trend in Cambridgeshire

Job postings citing Apache Spark as a percentage of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for Apache Spark in Cambridgeshire

Apache Spark
Contractor Daily Rate Trend in Cambridgeshire

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Apache Spark in Cambridgeshire.

Contractor daily rate trend for Apache Spark in Cambridgeshire

Apache Spark
Contractor Daily Rate Histogram in Cambridgeshire

The daily rate distribution of IT jobs citing Apache Spark in Cambridgeshire over the 6 months to 13 December 2017.

Contractor daily rate histogram for Apache Spark in Cambridgeshire

Apache Spark
Contract Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Apache Spark within the Cambridgeshire 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge -7 6 £488 -15.22% 1
Peterborough - 3 £351 - 1
Huntingdon - 2 - -
Apache Spark
East of England

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

1 11 (100.00%) Hadoop
2 8 (72.73%) Big Data
2 8 (72.73%) SQL
3 6 (54.55%) Oracle
3 6 (54.55%) SQL Server
3 6 (54.55%) Migration
3 6 (54.55%) SQL Server Integration Services
4 5 (45.45%) Cloudera
4 5 (45.45%) ETL
5 3 (27.27%) Power BI
5 3 (27.27%) HDInsight
5 3 (27.27%) Azure Machine Learning
5 3 (27.27%) Spark Streaming
5 3 (27.27%) Data Lake
5 3 (27.27%) Data Lake Analytics
5 3 (27.27%) Greenfield Project
5 3 (27.27%) Azure Data Factory
5 3 (27.27%) Azure SQL Data Warehouse
5 3 (27.27%) U-SQL
5 3 (27.27%) Business Intelligence
5 3 (27.27%) Microsoft
5 3 (27.27%) Microsoft Certification
5 3 (27.27%) Visual Studio
5 3 (27.27%) SAP
5 3 (27.27%) MySQL
5 3 (27.27%) Python
5 3 (27.27%) Data Warehouse
5 3 (27.27%) Validation
5 3 (27.27%) Teradata
5 3 (27.27%) Agile Software Development

Apache Spark
Co-occurring IT Skills in Cambridgeshire 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 (27.27%) Apache Pig
Cloud Services
1 3 (27.27%) Amazon AWS
1 3 (27.27%) Azure Data Factory
1 3 (27.27%) Azure Machine Learning
1 3 (27.27%) Data Lake Analytics
1 3 (27.27%) Microsoft Azure
Database & Business Intelligence
1 11 (100.00%) Hadoop
2 8 (72.73%) Big Data
3 6 (54.55%) SQL Server
3 6 (54.55%) SQL Server Integration Services
4 3 (27.27%) Amazon Redshift
4 3 (27.27%) Apache Cassandra
4 3 (27.27%) Apache Hive
4 3 (27.27%) Data Warehouse
4 3 (27.27%) HBase
4 3 (27.27%) Impala
4 3 (27.27%) Mahout
4 3 (27.27%) Microsoft Analysis Services
4 3 (27.27%) MongoDB
4 3 (27.27%) MySQL
4 3 (27.27%) NoSQL
4 3 (27.27%) Oracle ODI
4 3 (27.27%) Relational Database
4 3 (27.27%) SAP Data Services
4 3 (27.27%) SQL Server Analysis Services
4 3 (27.27%) SQL Server Reporting Services
Development Applications
1 3 (27.27%) Visual Studio
General
1 2 (18.18%) Finance
Job Titles
1 6 (54.55%) Developer
2 4 (36.36%) Data Engineer
3 3 (27.27%) AWS Developer
3 3 (27.27%) Azure Developer
3 3 (27.27%) Big Data Engineer
3 3 (27.27%) SQL Developer
4 2 (18.18%) Analyst
4 2 (18.18%) Analyst Developer
4 2 (18.18%) Big Data Analyst
4 2 (18.18%) Big Data Developer
4 2 (18.18%) Business Intelligence Developer
4 2 (18.18%) Data Analyst
4 2 (18.18%) Developer Analyst
4 2 (18.18%) ETL Analyst
4 2 (18.18%) ETL Developer
4 2 (18.18%) Hadoop Developer
4 2 (18.18%) Linux Engineer
4 2 (18.18%) SQL Analyst
4 2 (18.18%) SQL Data Analyst
5 1 (9.09%) AWS Engineer
Libraries, Frameworks & Software Standards
1 3 (27.27%) JSON
1 3 (27.27%) Spark Streaming
Miscellaneous
1 3 (27.27%) Greenfield Project
Operating Systems
1 2 (18.18%) CentOS
1 2 (18.18%) Linux
1 2 (18.18%) Red Hat Enterprise Linux
Processes & Methodologies
1 6 (54.55%) Migration
2 5 (45.45%) ETL
3 3 (27.27%) Agile Software Development
3 3 (27.27%) Analytics
3 3 (27.27%) Business Analytics
3 3 (27.27%) Business Intelligence
3 3 (27.27%) Data Analysis
3 3 (27.27%) Data Management
3 3 (27.27%) Data Transformation
3 3 (27.27%) Machine Learning
3 3 (27.27%) MapReduce
3 3 (27.27%) Validation
4 2 (18.18%) Data Engineering
4 2 (18.18%) Visualisation
5 1 (9.09%) DevOps
Programming Languages
1 8 (72.73%) SQL
2 3 (27.27%) Python
2 3 (27.27%) Scala
2 3 (27.27%) U-SQL
Qualifications
1 3 (27.27%) Microsoft Certification
2 2 (18.18%) SC Cleared
2 2 (18.18%) Security Cleared
Quality Assurance & Compliance
1 3 (27.27%) Data Quality
System Software
1 3 (27.27%) HDFS
2 2 (18.18%) Active Directory
2 2 (18.18%) Virtual Machines
Systems Management
1 2 (18.18%) Terraform
1 2 (18.18%) yum
2 1 (9.09%) Packer
Vendors
1 6 (54.55%) Oracle
2 5 (45.45%) Cloudera
3 3 (27.27%) Hortonworks
3 3 (27.27%) MapR
3 3 (27.27%) Microsoft
3 3 (27.27%) SAP
3 3 (27.27%) Teradata
4 2 (18.18%) Cisco
4 2 (18.18%) Red Hat
4 2 (18.18%) VMware