Period
to 2 April 2020

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for BigQuery skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited BigQuery over the 6 months to 2 April 2020 with a comparison to the same period in the previous 2 years.

Google BigQuery
UK > England
6 months to
2 Apr 2020
Same period 2019 Same period 2018
Rank 683 834 1044
Rank change year-on-year +151 +210 -2
Permanent jobs citing BigQuery 283 256 140
As % of all permanent jobs advertised in England 0.26% 0.19% 0.084%
As % of the Database & Business Intelligence category 0.98% 0.66% 0.27%
Number of salaries quoted 239 231 133
Median annual salary £70,000 £72,500 £57,500
Median salary % change year-on-year -3.45% +26.09% -4.17%
10th Percentile £44,750 £41,250 £37,550
90th Percentile £105,000 £117,500 £100,000
UK median annual salary £70,000 £72,500 £57,500
% change year-on-year -3.45% +26.09% -4.17%

BigQuery is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Permanent vacancies with a requirement for database or business intelligence skills 28,797 38,835 50,997
As % of all permanent IT jobs advertised in England 26.66% 28.28% 30.78%
Number of salaries quoted 23,726 32,182 42,873
Median annual salary £53,869 £52,500 £50,000
Median salary % change year-on-year +2.61% +5.00% +5.26%
10th Percentile £32,500 £31,250 £31,000
90th Percentile £89,000 £86,250 £80,000
UK median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% +5.26%

BigQuery
Job Vacancy Trend in England

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

Job vacancy trend for BigQuery in England

BigQuery
Salary Trend in England

3-month moving average salary quoted in jobs citing BigQuery in England.

Salary trend for BigQuery in England

BigQuery
Salary Histogram in England

Salary distribution for jobs citing BigQuery in England over the 6 months to 2 April 2020.

Salary histogram for BigQuery in England

BigQuery
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing BigQuery within the England region over the 6 months to 2 April 2020. 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
London +140 230 £75,000 -6.25% 34
South West +34 17 £62,500 -3.85% 1
North of England +79 9 £55,000 +15.79% 3
South East +71 9 £70,000 +40.00% 1
East of England +59 9 £47,500 -20.83% 3
Midlands +52 9 £50,000 +15.61% 1
West Midlands +47 8 £52,500 +21.39%
North West +39 8 £55,000 -4.35% 3
Yorkshire +54 1 £35,000 -26.32%
East Midlands +26 1 £50,000 - 1
BigQuery
UK

For the 6 months to 2 April 2020, IT jobs citing BigQuery 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 across the England region with a requirement for BigQuery.

1 249 (87.99%) GCP
2 186 (65.72%) Python
3 183 (64.66%) Google
4 167 (59.01%) SQL
5 152 (53.71%) Analytics
6 142 (50.18%) AWS
7 116 (40.99%) Amazon Redshift
8 114 (40.28%) Data Science
9 110 (38.87%) ETL
9 110 (38.87%) Business Intelligence
10 105 (37.10%) Data Warehouse
11 93 (32.86%) Big Data
12 92 (32.51%) Apache Spark
13 83 (29.33%) Kafka
14 80 (28.27%) Java
15 79 (27.92%) Tableau
16 73 (25.80%) Hadoop
17 71 (25.09%) Machine Learning
18 68 (24.03%) Data Modelling
18 68 (24.03%) Apache Airflow
19 64 (22.61%) NoSQL
20 62 (21.91%) Scala
21 60 (21.20%) Analytical Skills
22 58 (20.49%) Visualisation
23 57 (20.14%) Snowflake Schema
24 56 (19.79%) PostgreSQL
25 54 (19.08%) Azure
26 48 (16.96%) Relational Database
26 48 (16.96%) Looker
27 46 (16.25%) SQL Server

BigQuery
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 92 (32.51%) Apache Spark
2 68 (24.03%) Apache Airflow
3 37 (13.07%) Luigi
4 27 (9.54%) Apache
5 15 (5.30%) Elasticsearch
6 9 (3.18%) Jupyter
7 7 (2.47%) nginx
8 6 (2.12%) Tomcat
9 1 (0.35%) Apache Pig
9 1 (0.35%) Confluence
9 1 (0.35%) OpenStack
9 1 (0.35%) SAS
9 1 (0.35%) SharePoint
9 1 (0.35%) SharePoint Server
Applications
1 9 (3.18%) Microsoft Excel
2 5 (1.77%) S-PLUS
3 4 (1.41%) Microsoft PowerPoint
4 1 (0.35%) Microsoft Office
Business Applications
1 2 (0.71%) Eikon
1 2 (0.71%) SAP BPC
1 2 (0.71%) SAP S/4HANA
2 1 (0.35%) SAP ERP
2 1 (0.35%) Sparx Enterprise Architect
Cloud Services
1 249 (87.99%) GCP
2 142 (50.18%) AWS
3 54 (19.08%) Azure
4 34 (12.01%) Power Platform
5 33 (11.66%) Amazon S3
6 26 (9.19%) Google Analytics
7 24 (8.48%) Amazon Kinesis
8 22 (7.77%) Amazon EC2
9 21 (7.42%) Amazon EMR
10 11 (3.89%) Cloud Computing
11 8 (2.83%) Firebase
11 8 (2.83%) SaaS
11 8 (2.83%) Serverless
12 5 (1.77%) AWS Lambda
13 4 (1.41%) Amazon EKS
13 4 (1.41%) Amazon SQS
14 2 (0.71%) Adobe Analytics
14 2 (0.71%) Amazon ECS
14 2 (0.71%) Google App Engine
14 2 (0.71%) PowerApps
Communications & Networking
1 3 (1.06%) HTTP
2 2 (0.71%) Broadband
2 2 (0.71%) Skype
3 1 (0.35%) 4G
3 1 (0.35%) DMZ
3 1 (0.35%) Firewall
3 1 (0.35%) Internet
3 1 (0.35%) SMS
3 1 (0.35%) VPN
3 1 (0.35%) Wi-Fi
Database & Business Intelligence
1 116 (40.99%) Amazon Redshift
2 105 (37.10%) Data Warehouse
3 93 (32.86%) Big Data
4 73 (25.80%) Hadoop
5 64 (22.61%) NoSQL
6 57 (20.14%) Snowflake Schema
7 56 (19.79%) PostgreSQL
8 48 (16.96%) Looker
8 48 (16.96%) Relational Database
9 46 (16.25%) SQL Server
10 34 (12.01%) Power BI
11 32 (11.31%) MySQL
12 26 (9.19%) Data Lake
13 24 (8.48%) Amazon RDS
14 23 (8.13%) Amazon Athena
14 23 (8.13%) Apache Hive
15 21 (7.42%) Amazon DynamoDB
16 20 (7.07%) Apache Cassandra
17 19 (6.71%) QlikView
18 18 (6.36%) Azkaban
Development Applications
1 12 (4.24%) Git (software)
2 9 (3.18%) JIRA
3 7 (2.47%) Jenkins
4 3 (1.06%) TeamCity
5 2 (0.71%) CircleCI
5 2 (0.71%) GitLab
5 2 (0.71%) ProC
6 1 (0.35%) ERwin
6 1 (0.35%) Flyway
6 1 (0.35%) JUnit
6 1 (0.35%) Liquibase
6 1 (0.35%) Mockito
6 1 (0.35%) Spinnaker
6 1 (0.35%) Spock
6 1 (0.35%) Subversion
General
1 45 (15.90%) Finance
2 34 (12.01%) Marketing
3 33 (11.66%) Retail
4 12 (4.24%) Legal
5 10 (3.53%) Advertising
6 8 (2.83%) Telecoms
7 7 (2.47%) Automotive
8 6 (2.12%) Financial Institution
8 6 (2.12%) Games
8 6 (2.12%) Publishing
9 5 (1.77%) Banking
10 3 (1.06%) Retail Banking
11 2 (0.71%) Electronics
11 2 (0.71%) Front Office
11 2 (0.71%) Manufacturing
11 2 (0.71%) Public Sector
12 1 (0.35%) Greek Language
12 1 (0.35%) Investment Banking
12 1 (0.35%) Pharmaceutical
Job Titles
1 111 (39.22%) Data Engineer
2 48 (16.96%) Analyst
3 42 (14.84%) Architect
4 41 (14.49%) Data Architect
5 35 (12.37%) Developer
6 23 (8.13%) Data Analyst
7 21 (7.42%) Data Scientist
8 15 (5.30%) Senior Analyst
9 14 (4.95%) Big Data Architect
9 14 (4.95%) Senior Architect
9 14 (4.95%) Senior Data Architect
10 13 (4.59%) Cloud Architect
10 13 (4.59%) Senior Data Scientist
11 11 (3.89%) Business Intelligence Analyst
12 10 (3.53%) Data Warehouse Architect
12 10 (3.53%) ETL Architect
12 10 (3.53%) Technical Leader
13 9 (3.18%) Senior Data Analyst
13 9 (3.18%) Senior Data Engineer
13 9 (3.18%) SQL Analyst
Libraries, Frameworks & Software Standards
1 83 (29.33%) Kafka
2 27 (9.54%) Web Services
3 22 (7.77%) Spark Streaming
4 17 (6.01%) Apache NiFi
5 15 (5.30%) Natural Language Processing
6 14 (4.95%) TensorFlow
7 12 (4.24%) scikit-learn
8 11 (3.89%) Node.js
8 11 (3.89%) Pandas
9 9 (3.18%) CSS
9 9 (3.18%) HTML
9 9 (3.18%) JSON
10 8 (2.83%) Apache Beam
10 8 (2.83%) jQuery
10 8 (2.83%) PyTorch
11 7 (2.47%) React
12 6 (2.12%) REST
13 5 (1.77%) AngularJS
13 5 (1.77%) PySpark
13 5 (1.77%) SOAP
Miscellaneous
1 60 (21.20%) Analytical Skills
2 28 (9.89%) Data Structures
3 15 (5.30%) Algorithms
4 14 (4.95%) Management Information System
5 10 (3.53%) Greenfield Project
6 7 (2.47%) User Experience
7 6 (2.12%) Mobile App
7 6 (2.12%) Public Cloud
8 5 (1.77%) Self-Motivation
9 4 (1.41%) Clustering
10 3 (1.06%) Hedge funds
10 3 (1.06%) Hybrid Cloud
11 2 (0.71%) Analytical Mindset
11 2 (0.71%) Cloud Native
11 2 (0.71%) Digital Media
11 2 (0.71%) Replication
11 2 (0.71%) Social Media
11 2 (0.71%) Video Conferencing
11 2 (0.71%) Virtual Team
12 1 (0.35%) Video\Live Streaming
Operating Systems
1 23 (8.13%) Linux
2 3 (1.06%) Windows
3 1 (0.35%) CentOS
3 1 (0.35%) Debian
3 1 (0.35%) Ubuntu
3 1 (0.35%) Windows Server
Processes & Methodologies
1 152 (53.71%) Analytics
2 114 (40.28%) Data Science
3 110 (38.87%) Business Intelligence
3 110 (38.87%) ETL
4 71 (25.09%) Machine Learning
5 68 (24.03%) Data Modelling
6 58 (20.49%) Visualisation
7 43 (15.19%) DevOps
8 42 (14.84%) Data Engineering
9 38 (13.43%) Data Transformation
10 37 (13.07%) Agile Software Development
11 33 (11.66%) Actionable Insight
11 33 (11.66%) Data Architecture
12 31 (10.95%) Computer Science
13 30 (10.60%) Data Visualisation
13 30 (10.60%) Statistics
14 29 (10.25%) Data Analytics
14 29 (10.25%) OO
15 27 (9.54%) Data Munging
15 27 (9.54%) E-Commerce
Programming Languages
1 186 (65.72%) Python
2 167 (59.01%) SQL
3 80 (28.27%) Java
4 62 (21.91%) Scala
5 26 (9.19%) JavaScript
6 25 (8.83%) R
7 24 (8.48%) C++
8 21 (7.42%) Go
9 11 (3.89%) C#
10 8 (2.83%) MATLAB
10 8 (2.83%) PL/SQL
11 7 (2.47%) C
12 6 (2.12%) PHP
13 4 (1.41%) ES6
14 3 (1.06%) Ruby
14 3 (1.06%) T-SQL
14 3 (1.06%) TypeScript
15 2 (0.71%) Bash Shell
15 2 (0.71%) Data Analysis Expressions (DAX)
16 1 (0.35%) Kotlin
Qualifications
1 43 (15.19%) Degree
2 26 (9.19%) Computer Science Degree
3 11 (3.89%) PhD
4 6 (2.12%) MBA
5 4 (1.41%) Master's Degree
6 2 (0.71%) ACCA
6 2 (0.71%) CIMA
7 1 (0.35%) A+ Certification
7 1 (0.35%) AWS Certification
7 1 (0.35%) RHCE
Quality Assurance & Compliance
1 13 (4.59%) GDPR
2 7 (2.47%) Data Quality
3 5 (1.77%) ISO/IEC 27001
3 5 (1.77%) QA
4 2 (0.71%) Actionable Recommendations
5 1 (0.35%) EMIR
5 1 (0.35%) MiFID
5 1 (0.35%) PCI DSS
System Software
1 23 (8.13%) Docker
2 3 (1.06%) HDFS
3 2 (0.71%) Varnish
3 2 (0.71%) VMware Infrastructure
4 1 (0.35%) Apache Flume
Systems Management
1 33 (11.66%) Kubernetes
2 16 (5.65%) Terraform
3 12 (4.24%) Oozie
4 4 (1.41%) Kibana
5 3 (1.06%) Ansible
6 2 (0.71%) Argo
7 1 (0.35%) Opscode Chef
7 1 (0.35%) Prometheus
7 1 (0.35%) Puppet
7 1 (0.35%) Red Hat Satellite
7 1 (0.35%) Red Hat Spacewalk
7 1 (0.35%) WSUS
7 1 (0.35%) yum
7 1 (0.35%) ZABBIX
Vendors
1 183 (64.66%) Google
2 79 (27.92%) Tableau
3 28 (9.89%) Oracle
4 24 (8.48%) Teradata
5 20 (7.07%) Talend
6 12 (4.24%) Ab Initio
7 10 (3.53%) Microsoft
8 8 (2.83%) Facebook
8 8 (2.83%) SAP
8 8 (2.83%) Vertica
9 6 (2.12%) Informatica
9 6 (2.12%) Netezza
9 6 (2.12%) Sybase
10 5 (1.77%) Snowplow
11 4 (1.41%) Databricks
12 3 (1.06%) Adobe
12 3 (1.06%) Cognos
12 3 (1.06%) Hortonworks
12 3 (1.06%) Splunk
13 2 (0.71%) IBM