Period
to 23 September 2021

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Amazon EMR skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Amazon EMR over the 6 months to 23 September 2021 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.

Amazon Elastic MapReduce (Amazon EMR)
UK > England
6 months to
23 Sep 2021
Same period 2020 Same period 2019
Rank 566 445 618
Rank change year-on-year -121 +173 +84
Contract jobs citing Amazon EMR 151 41 195
As % of all contract jobs advertised in England 0.23% 0.16% 0.24%
As % of the Cloud Services category 0.66% 0.49% 0.82%
Number of daily rates quoted 79 31 129
10th Percentile £411 £425 £445
25th Percentile £425 £522 £500
Median daily rate (50th Percentile) £503 £625 £550
Median % change year-on-year -19.60% +13.64% -
75th Percentile £588 £653 £625
90th Percentile £638 £725 £675
UK median daily rate £500 £625 £550
% change year-on-year -20.00% +13.64% -

Amazon EMR is in the Cloud Services category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for cloud computing skills.

All Cloud Skills
England
Contract vacancies with a requirement for cloud computing skills 22,865 8,300 23,708
As % of all contract IT jobs advertised in England 35.57% 32.10% 29.46%
Number of daily rates quoted 16,548 5,915 16,539
10th Percentile £325 £313 £300
25th Percentile £425 £408 £400
Median daily rate (50th Percentile) £525 £500 £500
Median % change year-on-year +5.00% - +5.26%
75th Percentile £625 £600 £588
90th Percentile £700 £688 £663
UK median daily rate £525 £500 £500
% change year-on-year +5.00% - +5.26%
Number of hourly rates quoted 392 105 325
10th Percentile £12.25 £14.41 £13.00
25th Percentile £14.13 £17.00 £15.75
Median hourly rate £20.51 £21.50 £21.00
Median % change year-on-year -4.60% +2.38% +20.00%
75th Percentile £45.70 £40.75 £42.00
90th Percentile £65.50 £55.00 £70.00
UK median hourly rate £21.05 £21.50 £20.51
% change year-on-year -2.09% +4.83% +17.20%

Amazon EMR
Job Vacancy Trend in England

Job postings citing Amazon EMR as a proportion of all IT jobs advertised in England.

Job vacancy trend for Amazon EMR in England

Amazon EMR
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing Amazon EMR in England.

Daily rate trend for Amazon EMR in England

Amazon EMR
Daily Rate Histogram in England

Daily rate distribution for jobs citing Amazon EMR in England over the 6 months to 23 September 2021.

Daily rate histogram for Amazon EMR in England

Amazon EMR
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Amazon EMR within the England region over the 6 months to 23 September 2021. 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
London -137 89 £503 -19.60% 31
North of England -63 20 £463 -27.45% 8
South East -78 13 - -
North East - 13 £463 - 3
South West - 6 £538 - 3
Midlands - 6 £450 - 3
West Midlands - 5 £450 - 3
North West -49 4 £413 -35.29% 1
East of England -61 3 - - 2
Yorkshire - 3 £521 - 4
East Midlands - 1 £586 -
Amazon EMR
UK

For the 6 months to 23 September 2021, IT contractor jobs citing Amazon EMR also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the England region with a requirement for Amazon EMR.

1 150 (99.34%) AWS
2 86 (56.95%) Apache Spark
3 84 (55.63%) Terraform
4 78 (51.66%) Python
5 72 (47.68%) Hadoop
6 70 (46.36%) Amazon S3
7 69 (45.70%) Amazon EC2
8 67 (44.37%) SQL
9 60 (39.74%) Big Data
9 60 (39.74%) DevOps
10 59 (39.07%) Docker
11 52 (34.44%) Analytics
12 51 (33.77%) Amazon ECS
13 50 (33.11%) Agile Software Development
14 49 (32.45%) Prometheus
15 47 (31.13%) Amazon EKS
16 45 (29.80%) Route 53
17 44 (29.14%) Elasticsearch
17 44 (29.14%) Data Pipeline
18 40 (26.49%) Microservices
19 39 (25.83%) Amazon Redshift
20 37 (24.50%) Java
20 37 (24.50%) AWS Lambda
20 37 (24.50%) Serverless
21 36 (23.84%) Splunk
22 34 (22.52%) Scala
23 33 (21.85%) Infrastructure as Code
24 32 (21.19%) Sprint Planning
25 31 (20.53%) Degree
26 30 (19.87%) Computer Science

Amazon EMR
Co-occurring IT Skills in England 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 86 (56.95%) Apache Spark
2 44 (29.14%) Elasticsearch
3 21 (13.91%) Apache Airflow
4 10 (6.62%) Luigi
5 9 (5.96%) Apache
5 9 (5.96%) Jupyter
6 5 (3.31%) Oracle Workflow
6 5 (3.31%) SAS
7 1 (0.66%) Apache Pig
7 1 (0.66%) Confluence
7 1 (0.66%) OpenStack
Applications
1 1 (0.66%) Chatbot
Cloud Services
1 150 (99.34%) AWS
2 70 (46.36%) Amazon S3
3 69 (45.70%) Amazon EC2
4 51 (33.77%) Amazon ECS
5 47 (31.13%) Amazon EKS
6 45 (29.80%) Route 53
7 37 (24.50%) AWS Lambda
7 37 (24.50%) Serverless
8 29 (19.21%) GCP
9 20 (13.25%) Amazon Kinesis
9 20 (13.25%) AWS CloudFormation
10 14 (9.27%) Azure
11 13 (8.61%) Amazon SQS
12 12 (7.95%) IaaS
12 12 (7.95%) Snowflake
13 11 (7.28%) PaaS
14 10 (6.62%) AWS Data Pipeline
14 10 (6.62%) AWS Step Functions
15 9 (5.96%) Datadog
16 7 (4.64%) Google Data Studio
Communications & Networking
1 24 (15.89%) DNS
2 5 (3.31%) Kerberos
2 5 (3.31%) Remote Desktop
3 2 (1.32%) TCP/IP
4 1 (0.66%) SAN
Database & Business Intelligence
1 72 (47.68%) Hadoop
2 60 (39.74%) Big Data
3 39 (25.83%) Amazon Redshift
4 30 (19.87%) Data Warehouse
5 29 (19.21%) Data Lake
5 29 (19.21%) NoSQL
6 23 (15.23%) BigQuery
7 20 (13.25%) Amazon Athena
7 20 (13.25%) Tableau
8 18 (11.92%) HBase
8 18 (11.92%) PostgreSQL
8 18 (11.92%) Relational Database
9 16 (10.60%) Amazon RDS
10 15 (9.93%) SQL Server
11 14 (9.27%) Amazon DynamoDB
12 13 (8.61%) Apache Hive
13 11 (7.28%) Delta Lake
14 9 (5.96%) Apache Cassandra
14 9 (5.96%) Metadata
14 9 (5.96%) Presto
Development Applications
1 27 (17.88%) GitLab
2 14 (9.27%) Jenkins
3 12 (7.95%) Git (software)
4 8 (5.30%) JIRA
5 5 (3.31%) Oracle APEX
5 5 (3.31%) RStudio
6 4 (2.65%) CircleCI
6 4 (2.65%) GoCD
7 3 (1.99%) Bitbucket
7 3 (1.99%) Sonatype Nexus
8 2 (1.32%) Atlassian Bamboo
8 2 (1.32%) Cucumber
8 2 (1.32%) Cypress.io
8 2 (1.32%) JUnit
8 2 (1.32%) Maven
8 2 (1.32%) Selenium
8 2 (1.32%) webpack
General
1 29 (19.21%) Finance
2 23 (15.23%) Social Skills
3 18 (11.92%) Public Sector
4 13 (8.61%) Analytical Skills
5 11 (7.28%) Financial Institution
5 11 (7.28%) Legal
6 5 (3.31%) Banking
7 4 (2.65%) Law
8 3 (1.99%) Marketing
8 3 (1.99%) Retail
9 2 (1.32%) Electronics
9 2 (1.32%) Presentation Skills
10 1 (0.66%) Publishing
Job Titles
1 60 (39.74%) AWS Engineer
2 49 (32.45%) Data Engineer
3 44 (29.14%) DevOps Engineer
4 31 (20.53%) AWS DevOps
5 29 (19.21%) AWS DevOps Engineer
6 16 (10.60%) Architect
7 14 (9.27%) Developer
8 9 (5.96%) Business Intelligence Architect
9 8 (5.30%) Senior Architect
10 5 (3.31%) Business Architect
10 5 (3.31%) Lead DevOps
10 5 (3.31%) Lead DevOps Engineer
11 4 (2.65%) AWS Developer
11 4 (2.65%) Data Architect
11 4 (2.65%) Senior Data Engineer
12 3 (1.99%) AWS Architect
12 3 (1.99%) AWS Infrastructure Engineer
12 3 (1.99%) Big Data Engineer
12 3 (1.99%) Infrastructure Engineer
12 3 (1.99%) Software Engineer
Libraries, Frameworks & Software Standards
1 27 (17.88%) Kafka
2 20 (13.25%) Web Services
3 11 (7.28%) Spark Streaming
4 9 (5.96%) Spring
5 8 (5.30%) JSON
6 5 (3.31%) Oracle GoldenGate
6 5 (3.31%) pytest
6 5 (3.31%) React
7 4 (2.65%) PySpark
8 3 (1.99%) .NET
8 3 (1.99%) AngularJS
8 3 (1.99%) Lambda Expressions
8 3 (1.99%) Spring Boot
9 2 (1.32%) Flask
9 2 (1.32%) Node.js
9 2 (1.32%) REST
9 2 (1.32%) Samza
9 2 (1.32%) XML
9 2 (1.32%) YAML
10 1 (0.66%) scikit-learn
Miscellaneous
1 23 (15.23%) PKI
2 13 (8.61%) Management Information System
3 11 (7.28%) Hedge funds
4 8 (5.30%) Data Structures
4 8 (5.30%) Market Risk
5 5 (3.31%) Greenfield Project
6 3 (1.99%) Algorithms
6 3 (1.99%) Data Centre
7 2 (1.32%) Cloud Native
7 2 (1.32%) iPad
7 2 (1.32%) Replication
7 2 (1.32%) Self-Motivation
8 1 (0.66%) Credit Risk
8 1 (0.66%) Enterprise Software
8 1 (0.66%) Equities
8 1 (0.66%) Foreign Exchange (FX)
8 1 (0.66%) Life Science
8 1 (0.66%) Smartcard
Operating Systems
1 10 (6.62%) Unix
2 9 (5.96%) Linux
3 1 (0.66%) Windows
3 1 (0.66%) Windows Server
Processes & Methodologies
1 60 (39.74%) DevOps
2 52 (34.44%) Analytics
3 50 (33.11%) Agile Software Development
4 44 (29.14%) Data Pipeline
5 40 (26.49%) Microservices
6 33 (21.85%) Infrastructure as Code
7 32 (21.19%) Sprint Planning
8 30 (19.87%) Computer Science
9 29 (19.21%) Data Engineering
10 27 (17.88%) ETL
11 25 (16.56%) Business Intelligence
12 20 (13.25%) Project Management
13 19 (12.58%) Data Architecture
14 17 (11.26%) Data Transformation
15 16 (10.60%) Scrum
16 15 (9.93%) Data Modelling
16 15 (9.93%) Immutable Infrastructure
16 15 (9.93%) Visualisation
17 14 (9.27%) Performance Tuning
18 13 (8.61%) Data Visualisation
Programming Languages
1 78 (51.66%) Python
2 67 (44.37%) SQL
3 37 (24.50%) Java
4 34 (22.52%) Scala
5 8 (5.30%) PL/SQL
6 7 (4.64%) C++
7 6 (3.97%) R
8 5 (3.31%) JavaScript
9 4 (2.65%) Bash Shell
10 2 (1.32%) C#
10 2 (1.32%) Java 8
10 2 (1.32%) MATLAB
10 2 (1.32%) Ruby
10 2 (1.32%) TypeScript
11 1 (0.66%) HiveQL
11 1 (0.66%) PowerShell
Qualifications
1 31 (20.53%) Degree
2 27 (17.88%) Computer Science Degree
3 14 (9.27%) AWS Certification
4 11 (7.28%) Security Cleared
5 10 (6.62%) SC Cleared
6 4 (2.65%) BPSS Clearance
7 2 (1.32%) ISEB
Quality Assurance & Compliance
1 11 (7.28%) GDPR
2 6 (3.97%) Data Quality
3 5 (3.31%) QA
4 1 (0.66%) SLA
System Software
1 59 (39.07%) Docker
2 5 (3.31%) HDFS
3 1 (0.66%) Active Directory
3 1 (0.66%) VMware Infrastructure
3 1 (0.66%) XenApp
3 1 (0.66%) XenDesktop
Systems Management
1 84 (55.63%) Terraform
2 49 (32.45%) Prometheus
3 17 (11.26%) Kubernetes
4 10 (6.62%) Grafana
5 5 (3.31%) Ansible
6 3 (1.99%) Istio
7 1 (0.66%) Single Sign-On
Vendors
1 36 (23.84%) Splunk
2 20 (13.25%) Google
3 19 (12.58%) Oracle
4 9 (5.96%) AppDynamics
5 8 (5.30%) Databricks
5 8 (5.30%) Microsoft
6 7 (4.64%) Cloudera
7 6 (3.97%) Informatica
8 4 (2.65%) Atlassian
8 4 (2.65%) MicroStrategy
9 3 (1.99%) Hortonworks
10 2 (1.32%) Ab Initio
10 2 (1.32%) Netezza
10 2 (1.32%) Sybase
10 2 (1.32%) Talend
11 1 (0.66%) Alteryx
11 1 (0.66%) Citrix
11 1 (0.66%) SAP
11 1 (0.66%) VMware
11 1 (0.66%) WSO2