Period
to 11 December 2018

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 11 December 2018 with a comparison to the same period in the previous 2 years.

Google BigQuery
UK > England
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 923 1013 1116
Rank change year-on-year +90 +103 +93
Permanent jobs citing BigQuery 198 158 85
As % of all permanent IT jobs advertised in England 0.13% 0.094% 0.049%
As % of the Database & Business Intelligence category 0.46% 0.31% 0.16%
Number of salaries quoted 163 146 66
England median annual salary £70,000 £62,500 £63,750
Median salary % change year-on-year +12.00% -1.96% +27.50%
10th Percentile £36,750 £38,423 £37,500
90th Percentile £115,000 £87,500 £91,250
UK median annual salary £70,000 £62,500 £60,000
% change year-on-year +12.00% +4.17% +20.00%

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 42,707 50,907 51,886
As % of all permanent IT jobs advertised in England 28.78% 30.25% 29.73%
Number of salaries quoted 35,293 42,374 44,762
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,444 £30,000 £29,500
90th Percentile £85,000 £77,500 £77,500
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

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 11 December 2018.

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 11 December 2018. 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 +93 131 £75,000 +15.38% 27
Midlands +48 20 £77,500 +55.00%
South West +8 20 £72,500 +45.00% 4
East Midlands +34 16 £90,000 -
South East +31 11 £42,500 - 1
North of England +37 8 £50,000 +29.03% 6
East of England +30 8 £70,000 +16.67% 2
Yorkshire +36 4 £50,000 +53.85% 3
West Midlands +17 4 £55,000 +10.00%
North West +15 4 £52,500 +31.25% 3
BigQuery
UK

For the 6 months to 11 December 2018, 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.

1 170 (85.86%) Google Cloud Platform
2 138 (69.70%) Google
3 125 (63.13%) SQL
4 112 (56.57%) Python
5 102 (51.52%) Amazon AWS
6 101 (51.01%) Analytics
7 83 (41.92%) Big Data
8 73 (36.87%) Amazon Redshift
9 61 (30.81%) Hadoop
10 59 (29.80%) Data Warehouse
11 58 (29.29%) Machine Learning
12 57 (28.79%) Business Intelligence
12 57 (28.79%) Agile Software Development
12 57 (28.79%) Software Engineering
13 54 (27.27%) Microsoft Azure
14 51 (25.76%) Java
15 49 (24.75%) NoSQL
16 47 (23.74%) Data Science
17 45 (22.73%) Apache Spark
18 41 (20.71%) MySQL
19 39 (19.70%) Data Modelling
20 34 (17.17%) Visualisation
21 33 (16.67%) ETL
22 31 (15.66%) SQL Server
23 30 (15.15%) R
24 29 (14.65%) Tableau
24 29 (14.65%) JavaScript
25 27 (13.64%) HTML
25 27 (13.64%) Analytical Skills
26 26 (13.13%) HBase

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 45 (22.73%) Apache Spark
2 19 (9.60%) Elasticsearch
3 10 (5.05%) SAS
4 5 (2.53%) Apache Airflow
5 4 (2.02%) Apache
5 4 (2.02%) Apache Solr
5 4 (2.02%) CMS
6 2 (1.01%) IIS
6 2 (1.01%) Jupyter
6 2 (1.01%) Oracle Workflow
7 1 (0.51%) Apache Pig
7 1 (0.51%) Luigi
Applications
1 9 (4.55%) SPSS
2 7 (3.54%) Microsoft Excel
3 2 (1.01%) Microsoft Office
Business Applications
1 4 (2.02%) Cognos Business Intelligence
1 4 (2.02%) NetSuite
Cloud Services
1 170 (85.86%) Google Cloud Platform
2 102 (51.52%) Amazon AWS
3 54 (27.27%) Microsoft Azure
4 26 (13.13%) Serverless
5 23 (11.62%) Google Analytics
6 19 (9.60%) AWS Lambda
7 14 (7.07%) Amazon SQS
8 12 (6.06%) GitHub
8 12 (6.06%) Google Tag Manager
9 7 (3.54%) Amazon S3
9 7 (3.54%) IBM Cloud
10 6 (3.03%) Google App Engine
11 5 (2.53%) Adobe Analytics
11 5 (2.53%) AdWords
11 5 (2.53%) Cloud Computing
11 5 (2.53%) Firebase
12 4 (2.02%) Amazon EC2
12 4 (2.02%) SaaS
13 3 (1.52%) AWS Data Pipeline
13 3 (1.52%) G Suite
Communications & Networking
1 5 (2.53%) PPP
2 3 (1.52%) HTTP
2 3 (1.52%) Internet
3 2 (1.01%) SSH
Database & Business Intelligence
1 83 (41.92%) Big Data
2 73 (36.87%) Amazon Redshift
3 61 (30.81%) Hadoop
4 59 (29.80%) Data Warehouse
5 49 (24.75%) NoSQL
6 41 (20.71%) MySQL
7 31 (15.66%) SQL Server
8 26 (13.13%) HBase
9 25 (12.63%) Data Lake
10 19 (9.60%) Redis
11 17 (8.59%) Relational Database
12 16 (8.08%) Amazon DynamoDB
12 16 (8.08%) Apache Cassandra
12 16 (8.08%) Apache Hive
13 15 (7.58%) BusinessObjects
14 13 (6.57%) SQL Server Integration Services
15 12 (6.06%) Flink
15 12 (6.06%) Spotfire
15 12 (6.06%) SQL Server 2008
15 12 (6.06%) SQL Server 2012
Development Applications
1 26 (13.13%) Git (software)
2 12 (6.06%) JIRA
3 8 (4.04%) Jenkins
4 5 (2.53%) Firebug
4 5 (2.53%) Visual Website Optimizer
5 4 (2.02%) Moq
5 4 (2.02%) NUnit
5 4 (2.02%) Visual Studio
6 3 (1.52%) CircleCI
6 3 (1.52%) GitLab
7 2 (1.01%) CMake
7 2 (1.01%) Team Foundation Server
8 1 (0.51%) Artifactory
8 1 (0.51%) CA Release Automation
General
1 22 (11.11%) Retail
2 17 (8.59%) Law
3 16 (8.08%) Marketing
4 13 (6.57%) Finance
4 13 (6.57%) Games
4 13 (6.57%) Military
5 7 (3.54%) Publishing
6 5 (2.53%) Advertising
7 4 (2.02%) Banking
7 4 (2.02%) Manufacturing
7 4 (2.02%) Telecoms
8 1 (0.51%) Electronics
8 1 (0.51%) French Language
8 1 (0.51%) German Language
8 1 (0.51%) International Banking
8 1 (0.51%) Multimedia
8 1 (0.51%) Private Banking
8 1 (0.51%) Spanish Language
Job Titles
1 40 (20.20%) Data Engineer
2 37 (18.69%) Architect
3 35 (17.68%) Data Architect
4 33 (16.67%) Developer
5 26 (13.13%) Analyst
6 16 (8.08%) Big Data Architect
7 15 (7.58%) Full Stack Developer
8 13 (6.57%) Cloud Architect
8 13 (6.57%) Senior Analyst
8 13 (6.57%) Senior Architect
8 13 (6.57%) Senior Data Architect
8 13 (6.57%) Senior Data Engineer
9 12 (6.06%) Consultant
10 11 (5.56%) Data Scientist
10 11 (5.56%) Principal Consultant
11 8 (4.04%) Cloud Engineer
12 7 (3.54%) Business Intelligence Analyst
12 7 (3.54%) Data Analyst
13 6 (3.03%) Junior
13 6 (3.03%) Web Analyst
Libraries, Frameworks & Software Standards
1 27 (13.64%) HTML
2 21 (10.61%) Node.js
3 20 (10.10%) REST
4 18 (9.09%) CSS
4 18 (9.09%) Kafka
5 17 (8.59%) JSON
6 11 (5.56%) XML
7 9 (4.55%) Natural Language Processing
8 8 (4.04%) .NET
8 8 (4.04%) HTML5
9 7 (3.54%) CSS3
9 7 (3.54%) RESTful
10 6 (3.03%) ASP.NET
10 6 (3.03%) jQuery
10 6 (3.03%) Spark Streaming
10 6 (3.03%) TensorFlow
11 5 (2.53%) DOM
11 5 (2.53%) Elastic Stack
11 5 (2.53%) Pandas
12 4 (2.02%) React
Miscellaneous
1 27 (13.64%) Analytical Skills
2 15 (7.58%) Virtual Team
3 12 (6.06%) Clustering
4 9 (4.55%) Algorithms
4 9 (4.55%) Greenfield Project
5 6 (3.03%) Public Cloud
5 6 (3.03%) User Experience
6 5 (2.53%) Online Games
6 5 (2.53%) Self-Motivation
7 4 (2.02%) Data Structures
8 3 (1.52%) Fintech
9 2 (1.01%) FMCG
9 2 (1.01%) Marketing Technology
9 2 (1.01%) Reference Data
10 1 (0.51%) Blog
10 1 (0.51%) Linked Data
10 1 (0.51%) Smart City
10 1 (0.51%) Video\Live Streaming
Operating Systems
1 25 (12.63%) Linux
2 12 (6.06%) CentOS
2 12 (6.06%) Red Hat Enterprise Linux
2 12 (6.06%) Ubuntu
3 10 (5.05%) Unix
4 4 (2.02%) Windows
Processes & Methodologies
1 101 (51.01%) Analytics
2 58 (29.29%) Machine Learning
3 57 (28.79%) Agile Software Development
3 57 (28.79%) Business Intelligence
3 57 (28.79%) Software Engineering
4 47 (23.74%) Data Science
5 39 (19.70%) Data Modelling
6 34 (17.17%) Visualisation
7 33 (16.67%) ETL
8 25 (12.63%) Data Architecture
9 23 (11.62%) Data Analytics
10 22 (11.11%) Scrum
11 20 (10.10%) Data Management
12 19 (9.60%) DevOps
13 18 (9.09%) Microservices
13 18 (9.09%) Problem-Solving
14 17 (8.59%) Computer Science
14 17 (8.59%) Data Engineering
14 17 (8.59%) Mentoring
15 16 (8.08%) MapReduce
Programming Languages
1 125 (63.13%) SQL
2 112 (56.57%) Python
3 51 (25.76%) Java
4 30 (15.15%) R
5 29 (14.65%) JavaScript
6 20 (10.10%) Scala
7 13 (6.57%) PHP
8 10 (5.05%) C#
9 6 (3.03%) Bash Shell
9 6 (3.03%) Shell Script
10 4 (2.02%) Ruby
10 4 (2.02%) T-SQL
11 3 (1.52%) Go
11 3 (1.52%) Kotlin
12 2 (1.01%) ES6
12 2 (1.01%) ES7
12 2 (1.01%) Java 8
12 2 (1.01%) Julia
12 2 (1.01%) MATLAB
12 2 (1.01%) PHP 5
Qualifications
1 25 (12.63%) Degree
2 5 (2.53%) Analytics IQ
2 5 (2.53%) PhD
3 4 (2.02%) Computer Science Degree
4 2 (1.01%) Master's Degree
Quality Assurance & Compliance
1 14 (7.07%) Data Quality
2 12 (6.06%) ISO/IEC 27001
3 4 (2.02%) GDPR
3 4 (2.02%) QA
4 2 (1.01%) PCI DSS
5 1 (0.51%) Actionable Recommendations
System Software
1 18 (9.09%) Docker
2 5 (2.53%) HDFS
Systems Management
1 16 (8.08%) Kubernetes
2 5 (2.53%) Kibana
3 3 (1.52%) Terraform
4 2 (1.01%) Grafana
4 2 (1.01%) Hadoop YARN
4 2 (1.01%) Icinga
4 2 (1.01%) logstash
4 2 (1.01%) Nagios
4 2 (1.01%) Prometheus
4 2 (1.01%) ZABBIX
Vendors
1 138 (69.70%) Google
2 29 (14.65%) Tableau
3 22 (11.11%) Oracle
4 18 (9.09%) Microsoft
5 15 (7.58%) Talend
6 12 (6.06%) IBM
6 12 (6.06%) Red Hat
6 12 (6.06%) Splunk
6 12 (6.06%) Teradata
7 9 (4.55%) Adobe
7 9 (4.55%) Infor
8 7 (3.54%) Cloudera
8 7 (3.54%) MapR
9 6 (3.03%) Cognos
10 5 (2.53%) Alteryx
10 5 (2.53%) Ensighten
10 5 (2.53%) Maxymiser
10 5 (2.53%) Optimizely
10 5 (2.53%) Tealium
11 3 (1.52%) Salesforce.com