Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to

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 12 August 2022 with a comparison to the same period in the previous 2 years.

Google BigQuery
UK > England
6 months to
12 Aug 2022		 Same period 2021 Same period 2020
Rank 361 478 527
Rank change year-on-year +117 +49 +250
Permanent jobs citing BigQuery 1,416 607 238
As % of all permanent jobs advertised in England 1.00% 0.60% 0.41%
As % of the Database & Business Intelligence category 3.71% 2.14% 1.47%
Number of salaries quoted 284 338 191
10th Percentile £43,750 £38,750 £42,500
25th Percentile £55,000 £47,500 £52,500
Median annual salary (50th Percentile) £70,000 £65,000 £65,000
Median % change year-on-year +7.69% - +8.33%
75th Percentile £86,250 £85,000 £82,500
90th Percentile £100,000 £96,250 £100,000
UK median annual salary £65,000 £65,000 £65,000
% change year-on-year - - +8.33%

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 38,208 28,319 16,217
As % of all permanent IT jobs advertised in England 26.86% 28.00% 27.81%
Number of salaries quoted 18,825 19,009 13,424
10th Percentile £36,250 £35,000 £32,500
25th Percentile £45,750 £42,500 £41,250
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% +4.76%
75th Percentile £82,500 £76,250 £72,500
90th Percentile £97,500 £92,750 £88,750
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +7.34%

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 12 August 2022.

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 12 August 2022. 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
Jobs
London +76 1,174 £75,000 +3.45% 28
South East -1 73 £60,000 -4.00% 4
Midlands -37 51 £60,000 +41.18% 2
South West -25 44 £76,250 +85.98% 1
East of England -52 35 £65,000 -7.14% 2
West Midlands -46 33 £55,000 +6.28% 2
North of England -59 18 £55,000 -18.52% 15
East Midlands -16 17 £60,000 +87.50%
North West -68 11 £43,250 -33.46% 6
Yorkshire -26 7 £60,000 -14.29% 8
BigQuery
UK

For the 6 months to 12 August 2022, 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 1,293 (91.31%) GCP
2 1,031 (72.81%) Python
3 973 (68.71%) SQL
4 880 (62.15%) Google
5 664 (46.89%) Agile
6 656 (46.33%) Analytics
7 606 (42.80%) AWS
8 580 (40.96%) Java
9 542 (38.28%) Kubernetes
10 438 (30.93%) Finance
11 427 (30.16%) Data Science
12 401 (28.32%) Data Engineering
13 379 (26.77%) Azure
14 366 (25.85%) Social Skills
15 353 (24.93%) Business Intelligence
16 349 (24.65%) Mentoring
17 348 (24.58%) Analytical Skills
18 344 (24.29%) CI/CD
19 340 (24.01%) Tableau
20 337 (23.80%) Inclusion and Diversity
21 335 (23.66%) Data Pipeline
21 335 (23.66%) Docker
22 333 (23.52%) Terraform
23 331 (23.38%) Software Engineering
24 327 (23.09%) Amazon Redshift
24 327 (23.09%) Machine Learning
25 320 (22.60%) Containerisation
26 313 (22.10%) Data Warehouse
27 312 (22.03%) Looker
28 309 (21.82%) ETL

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
1 263 (18.57%) Apache Airflow
2 230 (16.24%) Apache Spark
3 217 (15.32%) Apache
4 36 (2.54%) nginx
5 23 (1.62%) Apache Pulsar
6 18 (1.27%) CMS
7 17 (1.20%) Confluence
7 17 (1.20%) Jupyter
8 13 (0.92%) Luigi
9 4 (0.28%) Oracle Workflow
10 1 (0.071%) Adobe Experience Manager
10 1 (0.071%) Apache Pig
10 1 (0.071%) Ethereum
10 1 (0.071%) IIS
10 1 (0.071%) Mule ESB
10 1 (0.071%) SharePoint
10 1 (0.071%) Tomcat
10 1 (0.071%) Tornado
Applications
1 16 (1.13%) Microsoft Excel
2 5 (0.35%) Microsoft PowerPoint
3 4 (0.28%) Adobe Captivate
4 3 (0.21%) Microsoft Office
Business Applications
1 19 (1.34%) Oracle Payables
2 13 (0.92%) Dynamics CRM
3 2 (0.14%) Cloudability
Cloud Services
1 1,293 (91.31%) GCP
2 606 (42.80%) AWS
3 379 (26.77%) Azure
4 272 (19.21%) Snowflake
5 259 (18.29%) Google Kubernetes Engine
6 235 (16.60%) Serverless
7 193 (13.63%) Power Platform
8 190 (13.42%) Cloud Functions
9 189 (13.35%) dbt
10 178 (12.57%) Google Data Studio
11 168 (11.86%) Google App Engine
12 167 (11.79%) Google Compute Engine
13 156 (11.02%) Dialogflow
14 152 (10.73%) Amazon S3
15 146 (10.31%) Amazon Kinesis
16 115 (8.12%) Google Analytics
17 108 (7.63%) Virtual Private Cloud
18 89 (6.29%) Amazon ECS
19 79 (5.58%) GitHub
20 77 (5.44%) Azure AKS
Communications & Networking
1 81 (5.72%) Network Security
2 78 (5.51%) Firewall
3 51 (3.60%) Broadband
4 12 (0.85%) Internet
5 8 (0.56%) SSL
6 4 (0.28%) AMQP
6 4 (0.28%) HTTP
7 3 (0.21%) Kerberos
8 1 (0.071%) DNS
8 1 (0.071%) HTTPS
8 1 (0.071%) NAS
8 1 (0.071%) Reverse Proxy
8 1 (0.071%) SAN
8 1 (0.071%) Skype
8 1 (0.071%) SSH
8 1 (0.071%) TCP/IP
8 1 (0.071%) tcpdump
Database & Business Intelligence
1 340 (24.01%) Tableau
2 327 (23.09%) Amazon Redshift
3 313 (22.10%) Data Warehouse
4 312 (22.03%) Looker
5 251 (17.73%) Relational Database
6 201 (14.19%) Big Data
6 201 (14.19%) NoSQL
7 198 (13.98%) MySQL
8 193 (13.63%) Power BI
9 169 (11.94%) Hadoop
10 166 (11.72%) Cloud Spanner
11 134 (9.46%) Data Lake
12 129 (9.11%) PostgreSQL
13 117 (8.26%) MongoDB
14 108 (7.63%) Flink
15 92 (6.50%) SQL Server
16 87 (6.14%) Redis
17 77 (5.44%) Elasticsearch
18 67 (4.73%) Amazon RDS
19 64 (4.52%) Apache Hive
Development Applications
1 276 (19.49%) Git (software)
2 183 (12.92%) Jenkins
3 119 (8.40%) Maven
4 78 (5.51%) JIRA
5 49 (3.46%) CircleCI
6 37 (2.61%) GitLab
7 29 (2.05%) Cypress.io
8 28 (1.98%) JUnit
9 23 (1.62%) Atlassian Bamboo
9 23 (1.62%) SonarQube
10 19 (1.34%) JMeter
11 18 (1.27%) Babel
11 18 (1.27%) Grunt
11 18 (1.27%) webpack
12 16 (1.13%) Bitbucket
12 16 (1.13%) GoCD
13 9 (0.64%) Travis CI
14 8 (0.56%) Sonatype Nexus
15 5 (0.35%) CocoaPods
15 5 (0.35%) Gradle
General
1 438 (30.93%) Finance
2 366 (25.85%) Social Skills
3 348 (24.58%) Analytical Skills
4 337 (23.80%) Inclusion and Diversity
5 268 (18.93%) Retail
6 235 (16.60%) Marketing
7 157 (11.09%) Manufacturing
8 152 (10.73%) Games
9 119 (8.40%) Advertising
10 118 (8.33%) Banking
11 66 (4.66%) Presentation Skills
12 56 (3.95%) Automotive
13 46 (3.25%) Music Industry
14 25 (1.77%) Telecoms
15 21 (1.48%) Law
16 19 (1.34%) Publishing
17 17 (1.20%) Documentation Skills
17 17 (1.20%) Esports
17 17 (1.20%) Pharmaceutical
18 13 (0.92%) Legal
Job Titles
1 344 (24.29%) Data Engineer
2 265 (18.71%) Analyst
3 201 (14.19%) Cloud Engineer
4 175 (12.36%) GCP Engineer
5 139 (9.82%) Data Analyst
6 132 (9.32%) Senior Data Engineer
7 100 (7.06%) Developer
8 83 (5.86%) Software Engineer
9 82 (5.79%) Architect
10 66 (4.66%) Senior Analyst
11 62 (4.38%) Senior Manager
12 60 (4.24%) Engineering Manager
13 58 (4.10%) Data Architect
14 43 (3.04%) Support Analyst
15 42 (2.97%) Product Analyst
16 40 (2.82%) Senior Architect
17 39 (2.75%) GCP Architect
18 34 (2.40%) Data Scientist
19 29 (2.05%) DataOps Leader
20 28 (1.98%) Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 305 (21.54%) Kafka
2 263 (18.57%) Apache Beam
3 121 (8.55%) REST
4 106 (7.49%) React
5 85 (6.00%) Spark Streaming
6 82 (5.79%) Pandas
7 78 (5.51%) Node.js
8 77 (5.44%) scikit-learn
9 71 (5.01%) HTML
10 69 (4.87%) TensorFlow
11 63 (4.45%) Keras
12 61 (4.31%) CSS
13 58 (4.10%) Matplotlib
14 56 (3.95%) OAuth
15 54 (3.81%) D3.js
16 50 (3.53%) GraphQL
16 50 (3.53%) Ruby on Rails
16 50 (3.53%) Sinatra
17 49 (3.46%) Spring
18 47 (3.32%) Akka
Miscellaneous
1 225 (15.89%) Data Structures
2 220 (15.54%) Algorithms
3 159 (11.23%) Life Science
4 155 (10.95%) Legacy Applications
5 117 (8.26%) Cloud Native
6 106 (7.49%) User Experience
7 67 (4.73%) Self-Motivation
8 62 (4.38%) Blog
9 51 (3.60%) Online Games
10 42 (2.97%) Virtual Team
11 41 (2.90%) Greenfield Project
12 37 (2.61%) Digital Media
13 35 (2.47%) Public Cloud
14 32 (2.26%) Marketing Technology
15 29 (2.05%) Hackathon
16 27 (1.91%) Mobile App
16 27 (1.91%) Sports Betting
17 24 (1.69%) Analytical Mindset
17 24 (1.69%) Linux Command Line
18 22 (1.55%) Social Media
Operating Systems
1 173 (12.22%) Linux
2 40 (2.82%) Apple iOS
3 38 (2.68%) Android
4 35 (2.47%) Windows
5 18 (1.27%) Unix
6 12 (0.85%) VMS
7 8 (0.56%) Red Hat Enterprise Linux
8 1 (0.071%) CentOS
8 1 (0.071%) Debian
8 1 (0.071%) Ubuntu
8 1 (0.071%) Windows Server
8 1 (0.071%) Windows Server 2012
Processes & Methodologies
1 664 (46.89%) Agile
2 656 (46.33%) Analytics
3 427 (30.16%) Data Science
4 401 (28.32%) Data Engineering
5 353 (24.93%) Business Intelligence
6 349 (24.65%) Mentoring
7 344 (24.29%) CI/CD
8 335 (23.66%) Data Pipeline
9 331 (23.38%) Software Engineering
10 327 (23.09%) Machine Learning
11 320 (22.60%) Containerisation
12 309 (21.82%) ETL
13 281 (19.84%) Visualisation
14 277 (19.56%) Coaching
15 270 (19.07%) Microservices
16 262 (18.50%) Data Modelling
17 253 (17.87%) Problem-Solving
18 224 (15.82%) Event-Driven
19 214 (15.11%) Data Analysis
20 193 (13.63%) Artificial Intelligence
Programming Languages
1 1,031 (72.81%) Python
2 973 (68.71%) SQL
3 580 (40.96%) Java
4 298 (21.05%) JavaScript
5 168 (11.86%) R
6 166 (11.72%) Bash
7 138 (9.75%) Scala
8 96 (6.78%) TypeScript
9 95 (6.71%) Go
10 88 (6.21%) Ruby
11 77 (5.44%) Groovy
12 31 (2.19%) PHP
13 27 (1.91%) C#
14 26 (1.84%) C
15 18 (1.27%) Rust
16 12 (0.85%) Kotlin
17 11 (0.78%) C++
18 10 (0.71%) Lua
19 6 (0.42%) T-SQL
20 5 (0.35%) Objective-C
Qualifications
1 190 (13.42%) Degree
2 69 (4.87%) Computer Science Degree
3 61 (4.31%) Master's Degree
4 35 (2.47%) ITIL Certification
5 24 (1.69%) Numerate Degree
6 20 (1.41%) AWS Certification
7 3 (0.21%) ACCA
7 3 (0.21%) CISA
8 2 (0.14%) TOGAF Certification
Quality Assurance & Compliance
1 120 (8.47%) Data Quality
2 65 (4.59%) QA
3 30 (2.12%) SLA
4 16 (1.13%) Actionable Recommendations
4 16 (1.13%) ISO/IEC 27001
5 9 (0.64%) Accessibility
6 3 (0.21%) GDPR
System Software
1 335 (23.66%) Docker
2 77 (5.44%) Virtual Machines
3 39 (2.75%) Apache Flume
4 11 (0.78%) Apache ZooKeeper
5 2 (0.14%) Active Directory
5 2 (0.14%) etcd
5 2 (0.14%) HDFS
Systems Management
1 542 (38.28%) Kubernetes
2 333 (23.52%) Terraform
3 167 (11.79%) Ansible
4 98 (6.92%) Puppet
5 78 (5.51%) Opscode Chef
6 41 (2.90%) Oozie
7 32 (2.26%) Prometheus
8 14 (0.99%) Grafana
9 11 (0.78%) Bugsnag
10 7 (0.49%) Kubeflow
11 4 (0.28%) Kibana
12 2 (0.14%) Control-M
13 1 (0.071%) Active Directory Federation Services
13 1 (0.071%) CA Single Sign-On
13 1 (0.071%) Microsoft Clustering
13 1 (0.071%) Nagios
13 1 (0.071%) OpenSSO
13 1 (0.071%) Pingdom
13 1 (0.071%) Single Sign-On
Vendors
1 880 (62.15%) Google
2 94 (6.64%) Teradata
3 91 (6.43%) Microsoft
4 70 (4.94%) Oracle
5 68 (4.80%) Spotify
6 53 (3.74%) Splunk
7 50 (3.53%) Databricks
8 42 (2.97%) Cloudera
9 33 (2.33%) BT
10 31 (2.19%) AppDynamics
11 27 (1.91%) Facebook
11 27 (1.91%) Snowplow
11 27 (1.91%) Talend
12 25 (1.77%) Adobe
12 25 (1.77%) Amplitude
12 25 (1.77%) Apple
13 21 (1.48%) Alteryx
14 19 (1.34%) CA
15 18 (1.27%) Salesforce.com
16 17 (1.20%) Salesforce Marketing Cloud