Period
to 22 September 2019

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 22 September 2019 with a comparison to the same period in the previous 2 years.

Google BigQuery
UK > England
6 months to
22 Sep 2019
Same period 2018 Same period 2017
Rank 725 994 1035
Rank change year-on-year +269 +41 +146
Permanent jobs citing BigQuery 334 145 145
As % of all permanent IT jobs advertised in England 0.26% 0.093% 0.087%
As % of the Database & Business Intelligence category 0.96% 0.31% 0.29%
Number of salaries quoted 268 120 134
England median annual salary £60,000 £61,250 £65,000
Median salary % change year-on-year -2.04% -5.77% +8.33%
10th Percentile £41,250 £35,000 £38,097
90th Percentile £93,750 £95,000 £85,000
UK median annual salary £60,000 £60,000 £65,000
% change year-on-year - -7.69% +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 34,706 46,113 50,428
As % of all permanent IT jobs advertised in England 27.00% 29.70% 30.39%
Number of salaries quoted 28,669 37,764 41,940
England median annual salary £52,500 £50,000 £49,000
Median salary % change year-on-year +5.00% +2.04% +3.16%
10th Percentile £31,500 £31,250 £30,000
90th Percentile £86,250 £83,750 £77,500
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

BigQuery
Job Vacancy Trend in England

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

Job vacancy trend for BigQuery in England

BigQuery
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing BigQuery in England.

Salary trend for BigQuery in England

BigQuery
Salary Histogram in England

The salary distribution of IT jobs citing BigQuery in England over the 6 months to 22 September 2019.

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 22 September 2019. 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 +232 209 £70,000 +12.00% 44
South West +33 41 £52,500 -32.26% 7
North of England +34 35 £60,000 +33.33% 11
North West +50 31 £60,000 +33.33% 10
Midlands +24 30 £55,000 -34.33% 1
East Midlands +17 16 £55,000 -38.89% 1
West Midlands +36 14 £62,500 +13.64%
South East +25 12 £55,000 +29.41% 1
East of England +70 7 £32,500 -48.00% 3
Yorkshire -3 4 £55,000 +22.22% 1
BigQuery
UK

For the 6 months to 22 September 2019, 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.

1 324 (97.01%) GCP
2 232 (69.46%) Google
3 221 (66.17%) Python
4 214 (64.07%) SQL
5 209 (62.57%) AWS
6 157 (47.01%) Analytics
7 127 (38.02%) Amazon Redshift
8 120 (35.93%) Data Warehouse
9 115 (34.43%) Business Intelligence
9 115 (34.43%) Data Science
10 113 (33.83%) Agile Software Development
11 107 (32.04%) Big Data
12 105 (31.44%) ETL
12 105 (31.44%) Java
13 100 (29.94%) Azure
14 97 (29.04%) Tableau
15 95 (28.44%) Apache Spark
16 89 (26.65%) Hadoop
17 82 (24.55%) Software Engineering
18 80 (23.95%) Machine Learning
19 78 (23.35%) NoSQL
19 78 (23.35%) Visualisation
20 69 (20.66%) Finance
21 68 (20.36%) Analytical Skills
22 65 (19.46%) Elasticsearch
22 65 (19.46%) MySQL
23 62 (18.56%) PostgreSQL
23 62 (18.56%) Marketing
24 54 (16.17%) Scrum
25 52 (15.57%) Docker

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 95 (28.44%) Apache Spark
2 65 (19.46%) Elasticsearch
3 36 (10.78%) Apache Airflow
4 30 (8.98%) Apache
5 19 (5.69%) Apache Solr
6 13 (3.89%) Luigi
7 10 (2.99%) SAS
8 9 (2.69%) Apache Pig
9 7 (2.10%) WordPress
10 5 (1.50%) nginx
11 4 (1.20%) Tomcat
12 1 (0.30%) Confluence
12 1 (0.30%) Jupyter
Applications
1 9 (2.69%) SPSS
2 7 (2.10%) Microsoft Excel
3 5 (1.50%) Microsoft Office
4 3 (0.90%) Microsoft PowerPoint
Business Applications
1 1 (0.30%) SAP ERP
Cloud Services
1 324 (97.01%) GCP
2 209 (62.57%) AWS
3 100 (29.94%) Azure
4 25 (7.49%) Amazon S3
5 19 (5.69%) SaaS
6 18 (5.39%) Amazon ECS
6 18 (5.39%) GitHub
6 18 (5.39%) Google Analytics
7 17 (5.09%) Cloud Computing
8 15 (4.49%) Power Platform
9 14 (4.19%) Google App Engine
9 14 (4.19%) Serverless
10 12 (3.59%) IaaS
11 11 (3.29%) PaaS
12 10 (2.99%) Amazon EC2
13 8 (2.40%) Amazon Kinesis
14 7 (2.10%) AWS CloudFormation
15 6 (1.80%) Amazon EMR
15 6 (1.80%) WeChat
16 5 (1.50%) Google Sheets
Communications & Networking
1 20 (5.99%) Internet
2 8 (2.40%) HTTP
3 7 (2.10%) TCP/IP
4 5 (1.50%) Wi-Fi
5 2 (0.60%) SMS
6 1 (0.30%) Broadband
6 1 (0.30%) DNS
6 1 (0.30%) Firewall
6 1 (0.30%) SSL
6 1 (0.30%) VPN
Database & Business Intelligence
1 127 (38.02%) Amazon Redshift
2 120 (35.93%) Data Warehouse
3 107 (32.04%) Big Data
4 89 (26.65%) Hadoop
5 78 (23.35%) NoSQL
6 65 (19.46%) MySQL
7 62 (18.56%) PostgreSQL
8 51 (15.27%) SQL Server
9 46 (13.77%) Snowflake Schema
10 40 (11.98%) Flink
11 39 (11.68%) Apache Hive
12 38 (11.38%) Looker
13 37 (11.08%) Apache Cassandra
14 36 (10.78%) HBase
15 32 (9.58%) Relational Database
16 28 (8.38%) Data Lake
17 26 (7.78%) SQL Server Analysis Services
17 26 (7.78%) SQL Server Integration Services
18 25 (7.49%) QlikView
19 23 (6.89%) Bigtable
Development Applications
1 30 (8.98%) Git (software)
2 23 (6.89%) Jenkins
3 22 (6.59%) JIRA
4 10 (2.99%) GitLab
4 10 (2.99%) Maven
5 9 (2.69%) ProC
6 5 (1.50%) Codeship
6 5 (1.50%) Cucumber
6 5 (1.50%) Travis CI
7 4 (1.20%) JUnit
8 3 (0.90%) Bitbucket
8 3 (0.90%) GoCD
8 3 (0.90%) JMeter
9 2 (0.60%) Subversion
9 2 (0.60%) WinDbg
10 1 (0.30%) git-flow
10 1 (0.30%) Selenium
10 1 (0.30%) TeamCity
General
1 69 (20.66%) Finance
2 62 (18.56%) Marketing
3 45 (13.47%) Retail
4 29 (8.68%) Telecoms
5 24 (7.19%) Manufacturing
6 23 (6.89%) Electronics
7 22 (6.59%) Games
8 17 (5.09%) Public Sector
9 16 (4.79%) Law
10 11 (3.29%) Automotive
10 11 (3.29%) Publishing
11 8 (2.40%) Advertising
11 8 (2.40%) Banking
11 8 (2.40%) Legal
12 5 (1.50%) Financial Institution
13 3 (0.90%) Front Office
13 3 (0.90%) Retail Banking
14 1 (0.30%) French Language
14 1 (0.30%) Investment Banking
14 1 (0.30%) Multimedia
Job Titles
1 99 (29.64%) Data Engineer
2 74 (22.16%) Developer
3 49 (14.67%) Analyst
4 35 (10.48%) Data Analyst
5 32 (9.58%) Cloud Engineer
5 32 (9.58%) Software Engineer
6 29 (8.68%) Architect
6 29 (8.68%) Consultant
7 27 (8.08%) Senior Developer
8 22 (6.59%) Senior Data Engineer
9 19 (5.69%) Data Architect
9 19 (5.69%) Python Engineer
10 17 (5.09%) Business Intelligence Developer
11 16 (4.79%) SQL Analyst
12 15 (4.49%) Backend Developer
13 14 (4.19%) Data Consultant
13 14 (4.19%) Java Developer
13 14 (4.19%) Java Engineer
13 14 (4.19%) Senior Business Intelligence Developer
14 13 (3.89%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 51 (15.27%) Kafka
2 37 (11.08%) Apache Beam
2 37 (11.08%) Web Services
3 22 (6.59%) Node.js
4 20 (5.99%) HTML
5 19 (5.69%) Pandas
6 18 (5.39%) React
7 17 (5.09%) OAuth
7 17 (5.09%) scikit-learn
8 14 (4.19%) RESTful
9 13 (3.89%) REST
10 11 (3.29%) JSON
10 11 (3.29%) Spring
10 11 (3.29%) XML
11 10 (2.99%) OAuth2
12 9 (2.69%) AngularJS
12 9 (2.69%) Flask
12 9 (2.69%) Natural Language Processing
13 8 (2.40%) .NET
13 8 (2.40%) Django
Miscellaneous
1 68 (20.36%) Analytical Skills
2 29 (8.68%) Algorithms
3 20 (5.99%) Public Cloud
3 20 (5.99%) User Experience
4 16 (4.79%) Cloud Native
5 15 (4.49%) Data Structures
6 13 (3.89%) Social Media
7 10 (2.99%) Virtual Team
8 8 (2.40%) Clustering
8 8 (2.40%) FMCG
9 5 (1.50%) PlayStation
9 5 (1.50%) Renewable Energy
9 5 (1.50%) Smart Energy
9 5 (1.50%) Smart Home
9 5 (1.50%) Xbox
10 4 (1.20%) Greenfield Project
10 4 (1.20%) Hedge funds
11 3 (0.90%) Blog
11 3 (0.90%) Derivative
11 3 (0.90%) Taxonomies
Operating Systems
1 44 (13.17%) Linux
2 23 (6.89%) Unix
3 4 (1.20%) CentOS
3 4 (1.20%) Fedora
4 2 (0.60%) Apple iOS
5 1 (0.30%) Windows
Processes & Methodologies
1 157 (47.01%) Analytics
2 115 (34.43%) Business Intelligence
2 115 (34.43%) Data Science
3 113 (33.83%) Agile Software Development
4 105 (31.44%) ETL
5 82 (24.55%) Software Engineering
6 80 (23.95%) Machine Learning
7 78 (23.35%) Visualisation
8 54 (16.17%) Scrum
9 50 (14.97%) Data Analytics
10 42 (12.57%) Data Integration
11 39 (11.68%) Data Modelling
12 38 (11.38%) Data Engineering
13 37 (11.08%) Artificial Intelligence
13 37 (11.08%) Microservices
14 35 (10.48%) Test Automation
15 34 (10.18%) Data Visualisation
16 30 (8.98%) Fintech
16 30 (8.98%) Mentoring
16 30 (8.98%) SDLC
Programming Languages
1 221 (66.17%) Python
2 214 (64.07%) SQL
3 105 (31.44%) Java
4 39 (11.68%) Go
5 38 (11.38%) R
6 34 (10.18%) Bash Shell
6 34 (10.18%) JavaScript
6 34 (10.18%) Scala
7 16 (4.79%) PHP
8 14 (4.19%) PL/SQL
9 12 (3.59%) C
9 12 (3.59%) Shell Script
10 10 (2.99%) Ruby
10 10 (2.99%) TypeScript
11 9 (2.69%) C#
11 9 (2.69%) Kotlin
11 9 (2.69%) ML
12 8 (2.40%) Clojure
12 8 (2.40%) MATLAB
13 7 (2.10%) C++
Qualifications
1 40 (11.98%) Degree
2 9 (2.69%) Computer Science Degree
3 4 (1.20%) Master's Degree
4 3 (0.90%) PhD
5 1 (0.30%) APMP
5 1 (0.30%) ITIL Certification
Quality Assurance & Compliance
1 12 (3.59%) Data Quality
2 9 (2.69%) ISO/IEC 27001
3 6 (1.80%) QA
4 4 (1.20%) Actionable Recommendations
System Software
1 52 (15.57%) Docker
2 8 (2.40%) HDFS
3 4 (1.20%) Apache Flume
4 3 (0.90%) Apache ZooKeeper
5 1 (0.30%) VMware Infrastructure
Systems Management
1 45 (13.47%) Kubernetes
2 18 (5.39%) Hadoop YARN
3 11 (3.29%) Oozie
4 8 (2.40%) Kibana
5 7 (2.10%) Terraform
6 5 (1.50%) Ansible
7 2 (0.60%) Grafana
7 2 (0.60%) Prometheus
8 1 (0.30%) Nagios
Vendors
1 232 (69.46%) Google
2 97 (29.04%) Tableau
3 38 (11.38%) Teradata
4 26 (7.78%) Microsoft
5 25 (7.49%) Oracle
5 25 (7.49%) Talend
6 24 (7.19%) Splunk
7 17 (5.09%) SAP
8 14 (4.19%) Informatica
9 11 (3.29%) Databricks
10 7 (2.10%) Cloudera
10 7 (2.10%) Vertica
11 6 (1.80%) Alteryx
11 6 (1.80%) Twitter
11 6 (1.80%) YouTube
12 5 (1.50%) Remedy
13 4 (1.20%) Adobe
13 4 (1.20%) Cognizant
13 4 (1.20%) Hortonworks
13 4 (1.20%) Red Hat