Period
to 12 April 2021

The following table provides summary statistics for permanent job vacancies with a requirement for Amazon EMR skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Amazon EMR over the 6 months to 12 April 2021 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
12 Apr 2021
Same period 2020 Same period 2019
Rank 731 816 926
Rank change year-on-year +85 +110 +71
Permanent jobs citing Amazon EMR 118 189 186
As % of all permanent jobs advertised in the UK 0.14% 0.17% 0.12%
As % of the Cloud Services category 0.35% 0.48% 0.45%
Number of salaries quoted 94 140 147
10th Percentile " £50,000 £56,250
25th Percentile £46,250 £56,250 £60,000
Median annual salary (50th Percentile) £70,000 £70,000 £70,000
75th Percentile £89,375 £85,000 £86,250
90th Percentile £98,500 £93,750 £91,250
UK excluding London median annual salary £55,000 £55,000 £67,500
% change year-on-year - -18.52% +22.73%

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

All Cloud Skills
UK
Permanent vacancies with a requirement for cloud computing skills 33,907 39,541 41,360
As % of all permanent IT jobs advertised in the UK 41.09% 34.83% 27.77%
Number of salaries quoted 27,891 32,562 33,481
10th Percentile £32,500 £31,250 £30,500
25th Percentile £42,500 £40,500 £39,114
Median annual salary (50th Percentile) £57,500 £55,000 £55,000
Median % change year-on-year +4.55% - +4.76%
75th Percentile £76,250 £75,000 £72,500
90th Percentile £91,250 £92,500 £87,500
UK excluding London median annual salary £50,000 £48,000 £47,500
% change year-on-year +4.17% +1.05% +5.56%

Amazon EMR
Job Vacancy Trend

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

Job vacancy trend for Amazon EMR in the UK

Amazon EMR
Salary Trend

3-month moving average salary quoted in jobs citing Amazon EMR.

Salary trend for Amazon EMR in the UK

Amazon EMR
Salary Histogram

Salary distribution for jobs citing Amazon EMR over the 6 months to 12 April 2021.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 10 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon EMR within the UK over the 6 months to 12 April 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +58 109 £75,000 +7.14% 25
London +67 90 £80,000 +6.67% 20
UK excluding London +78 19 £55,000 - 9
Work from Home -100 16 £70,000 -9.68% 6
East of England +57 7 £65,000 -18.75%
North of England +28 5 £55,000 +0.60% 2
South West +9 4 £54,080 +27.25%
North West +36 3 £72,500 - 2
Scotland +8 3 £70,000 +27.27% 2
Yorkshire +3 2 £55,000 +0.30%

For the 6 months to 12 April 2021, IT 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 permanent job ads with a requirement for Amazon EMR.

1 114 (96.61%) AWS
2 96 (81.36%) Python
3 91 (77.12%) SQL
3 91 (77.12%) Apache Spark
4 79 (66.95%) Amazon Redshift
4 79 (66.95%) Big Data
4 79 (66.95%) ETL
5 77 (65.25%) Analytics
6 70 (59.32%) GCP
6 70 (59.32%) Hadoop
7 69 (58.47%) NoSQL
8 65 (55.08%) Amazon Athena
9 64 (54.24%) Data Science
10 62 (52.54%) Azure
11 59 (50.00%) Agile Software Development
11 59 (50.00%) Data Munging
11 59 (50.00%) Data Engineering
11 59 (50.00%) Electronic Patient Records
12 56 (47.46%) Docker
13 55 (46.61%) Cloudera
14 54 (45.76%) Terraform
15 52 (44.07%) Spark Streaming
16 51 (43.22%) Artificial Intelligence
17 50 (42.37%) Google
17 50 (42.37%) Continuous Integration
17 50 (42.37%) Kubernetes
17 50 (42.37%) Neo4j
17 50 (42.37%) Jenkins
17 50 (42.37%) Hortonworks
17 50 (42.37%) Ansible

Amazon EMR
Co-occurring IT Skills 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 91 (77.12%) Apache Spark
2 19 (16.10%) Apache Airflow
3 15 (12.71%) Apache
4 14 (11.86%) Luigi
5 10 (8.47%) Elasticsearch
6 7 (5.93%) Jupyter
Cloud Services
1 114 (96.61%) AWS
2 70 (59.32%) GCP
3 62 (52.54%) Azure
4 42 (35.59%) IBM Cloud
5 29 (24.58%) Amazon EC2
5 29 (24.58%) Serverless
6 25 (21.19%) Amazon S3
7 17 (14.41%) Amazon Kinesis
8 15 (12.71%) Cloud Functions
8 15 (12.71%) Google App Engine
8 15 (12.71%) Google Compute Engine
8 15 (12.71%) Google Container Engine
9 14 (11.86%) AWS Lambda
10 13 (11.02%) Power Platform
11 10 (8.47%) SaaS
12 8 (6.78%) AWS CloudFormation
12 8 (6.78%) Google Data Studio
13 7 (5.93%) Azure Data Factory
13 7 (5.93%) PaaS
14 5 (4.24%) IaaS
Communications & Networking
1 1 (0.85%) DNS
Database & Business Intelligence
1 79 (66.95%) Amazon Redshift
1 79 (66.95%) Big Data
2 70 (59.32%) Hadoop
3 69 (58.47%) NoSQL
4 65 (55.08%) Amazon Athena
5 59 (50.00%) Electronic Patient Records
6 50 (42.37%) Neo4j
7 45 (38.14%) Data Warehouse
8 30 (25.42%) Amazon RDS
9 26 (22.03%) Data Lake
10 17 (14.41%) Relational Database
11 15 (12.71%) Snowflake Schema
12 13 (11.02%) Data Mining
12 13 (11.02%) Looker
12 13 (11.02%) PostgreSQL
12 13 (11.02%) SQL Server Integration Services
13 11 (9.32%) Amazon DynamoDB
13 11 (9.32%) Power BI
14 10 (8.47%) Apache Cassandra
14 10 (8.47%) Apache Hive
Development Applications
1 50 (42.37%) Jenkins
2 42 (35.59%) Atlassian Bamboo
2 42 (35.59%) Vagrant
3 11 (9.32%) Git (software)
4 8 (6.78%) Spinnaker
5 4 (3.39%) JIRA
6 2 (1.69%) ERwin
General
1 16 (13.56%) Finance
2 12 (10.17%) Banking
3 10 (8.47%) Marketing
3 10 (8.47%) Retail
4 8 (6.78%) Advertising
5 6 (5.08%) Manufacturing
6 4 (3.39%) Financial Institution
6 4 (3.39%) Investment Banking
Job Titles
1 71 (60.17%) Data Engineer
2 34 (28.81%) Architect
3 33 (27.97%) Data Architect
4 26 (22.03%) AWS Engineer
5 24 (20.34%) Platform Engineer
6 18 (15.25%) AWS Architect
7 16 (13.56%) Platform Architect
8 10 (8.47%) Senior Data Engineer
9 5 (4.24%) Azure Engineer
9 5 (4.24%) Big Data Engineer
9 5 (4.24%) Data Scientist
10 4 (3.39%) ETL Specialist
11 3 (2.54%) Azure Architect
11 3 (2.54%) Python Engineer
12 2 (1.69%) Big Data Architect
12 2 (1.69%) Cloud Architect
12 2 (1.69%) Data Programmer
12 2 (1.69%) Programmer
12 2 (1.69%) Senior Architect
12 2 (1.69%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 52 (44.07%) Spark Streaming
2 35 (29.66%) Kafka
3 15 (12.71%) Apache NiFi
4 11 (9.32%) Web Services
5 10 (8.47%) TensorFlow
6 9 (7.63%) Spring Boot
7 8 (6.78%) REST
8 7 (5.93%) Pandas
9 5 (4.24%) Flask
9 5 (4.24%) Natural Language Processing
9 5 (4.24%) NumPy
9 5 (4.24%) SciPy
10 4 (3.39%) .NET
10 4 (3.39%) GraphQL
11 3 (2.54%) Keras
11 3 (2.54%) Matplotlib
11 3 (2.54%) PyTorch
12 2 (1.69%) NLTK
12 2 (1.69%) Node.js
12 2 (1.69%) Shiny
Miscellaneous
1 11 (9.32%) Analytical Skills
2 7 (5.93%) Management Information System
3 6 (5.08%) Algorithms
3 6 (5.08%) Blog
4 5 (4.24%) Acoustics
4 5 (4.24%) Data Centre
4 5 (4.24%) Data Structures
4 5 (4.24%) Hedge funds
5 4 (3.39%) Mainframe
6 3 (2.54%) Cloud Native
6 3 (2.54%) Robotics
7 2 (1.69%) Derivative
7 2 (1.69%) Equities
7 2 (1.69%) Fixed Income
8 1 (0.85%) Equity Derivative
8 1 (0.85%) PKI
8 1 (0.85%) Reference Data
Operating Systems
1 8 (6.78%) Linux
2 1 (0.85%) Unix
Processes & Methodologies
1 79 (66.95%) ETL
2 77 (65.25%) Analytics
3 64 (54.24%) Data Science
4 59 (50.00%) Agile Software Development
4 59 (50.00%) Data Engineering
4 59 (50.00%) Data Munging
5 51 (43.22%) Artificial Intelligence
6 50 (42.37%) Continuous Integration
7 49 (41.53%) Unit Testing
8 44 (37.29%) Software Engineering
9 42 (35.59%) Configuration Management
10 41 (34.75%) Project Management
11 40 (33.90%) Translating Business Requirements
12 34 (28.81%) Business Intelligence
13 20 (16.95%) Data Governance
13 20 (16.95%) Data Modelling
14 18 (15.25%) Statistics
14 18 (15.25%) Workflow
15 15 (12.71%) Data Architecture
16 14 (11.86%) Workflow Management
Programming Languages
1 96 (81.36%) Python
2 91 (77.12%) SQL
3 29 (24.58%) Java
4 23 (19.49%) Scala
5 4 (3.39%) C++
5 4 (3.39%) Clojure
5 4 (3.39%) R
6 3 (2.54%) JavaScript
7 2 (1.69%) C#
7 2 (1.69%) Go
7 2 (1.69%) TypeScript
Qualifications
1 15 (12.71%) Degree
2 12 (10.17%) Computer Science Degree
3 5 (4.24%) SC Cleared
3 5 (4.24%) Security Cleared
4 2 (1.69%) Master's Degree
Quality Assurance & Compliance
1 6 (5.08%) Data Quality
2 3 (2.54%) QA
System Software
1 56 (47.46%) Docker
2 42 (35.59%) VirtualBox
3 1 (0.85%) HDFS
Systems Management
1 54 (45.76%) Terraform
2 50 (42.37%) Ansible
2 50 (42.37%) Kubernetes
3 42 (35.59%) Docker Swarm
4 3 (2.54%) Oozie
5 1 (0.85%) Prometheus
Vendors
1 55 (46.61%) Cloudera
2 50 (42.37%) Google
2 50 (42.37%) Hortonworks
3 46 (38.98%) IBM
3 46 (38.98%) Talend
4 41 (34.75%) Informatica
5 16 (13.56%) Microsoft
6 5 (4.24%) Intel
6 5 (4.24%) NVIDIA
6 5 (4.24%) Teradata
7 4 (3.39%) Databricks
7 4 (3.39%) MicroStrategy
8 1 (0.85%) Ab Initio
8 1 (0.85%) Cognos
8 1 (0.85%) Netezza
8 1 (0.85%) Oracle