Period
to 20 March 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 20 March 2019 with a comparison to the same period in the previous 2 years.

Google BigQuery
UK > England
6 months to
20 Mar 2019
Same period 2018 Same period 2017
Rank 828 1035 1047
Rank change year-on-year +207 +12 +140
Permanent jobs citing BigQuery 252 140 112
As % of all permanent IT jobs advertised in England 0.18% 0.085% 0.069%
As % of the Database & Business Intelligence category 0.64% 0.28% 0.23%
Number of salaries quoted 207 132 81
England median annual salary £72,500 £57,500 £60,000
Median salary % change year-on-year +26.09% -4.17% +20.00%
10th Percentile £41,250 £38,225 £37,500
90th Percentile £117,500 £99,375 £87,500
UK median annual salary £72,500 £57,500 £60,000
% change year-on-year +26.09% -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 39,148 50,652 48,965
As % of all permanent IT jobs advertised in England 28.38% 30.73% 30.20%
Number of salaries quoted 32,522 42,652 42,180
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £31,250 £31,000 £29,750
90th Percentile £86,250 £80,000 £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 20 March 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 20 March 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 +176 186 £80,000 +15.11% 49
South West +20 34 £53,750 +7.50% 6
Midlands +33 10 £57,500 +15.00% 6
East Midlands +33 8 £90,000 -14.29% 2
North of England +29 8 £45,000 +12.50% 3
East of England +61 7 £60,000 - 2
North West +41 6 £41,250 +3.13% 2
South East +45 4 £40,000 -11.11% 1
Yorkshire +21 2 £46,250 +42.31% 1
West Midlands +19 2 £43,250 -13.50% 4
BigQuery
UK

For the 6 months to 20 March 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.

1 233 (92.46%) Google Cloud Platform
2 182 (72.22%) Google
3 150 (59.52%) Python
4 143 (56.75%) Analytics
5 141 (55.95%) SQL
6 140 (55.56%) Amazon AWS
7 130 (51.59%) Big Data
8 105 (41.67%) Amazon Redshift
9 101 (40.08%) Hadoop
10 100 (39.68%) Agile Software Development
11 93 (36.90%) NoSQL
12 92 (36.51%) Microsoft Azure
12 92 (36.51%) Business Intelligence
13 91 (36.11%) Machine Learning
14 80 (31.75%) Software Engineering
15 79 (31.35%) Apache Spark
16 74 (29.37%) Data Warehouse
17 73 (28.97%) Java
18 71 (28.17%) HBase
19 59 (23.41%) Visualisation
20 58 (23.02%) Data Analytics
21 57 (22.62%) Tableau
21 57 (22.62%) Data Science
22 55 (21.83%) Data Modelling
23 52 (20.63%) Kafka
24 51 (20.24%) Scala
25 47 (18.65%) ETL
26 46 (18.25%) Data Lake
27 43 (17.06%) Finance
27 43 (17.06%) Scrum

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 79 (31.35%) Apache Spark
2 29 (11.51%) Elasticsearch
3 15 (5.95%) Apache Solr
4 10 (3.97%) Apache Pig
5 9 (3.57%) Apache
6 7 (2.78%) SAS
7 4 (1.59%) Apache Airflow
7 4 (1.59%) CMS
8 2 (0.79%) Drupal
8 2 (0.79%) IIS
8 2 (0.79%) Jupyter
9 1 (0.40%) Confluence
9 1 (0.40%) Luigi
Applications
1 10 (3.97%) Microsoft Excel
2 9 (3.57%) Microsoft Office
3 7 (2.78%) SPSS
4 3 (1.19%) Microsoft PowerPoint
5 2 (0.79%) CPLEX
5 2 (0.79%) Spreadsheet
Business Applications
1 4 (1.59%) Cognos Business Intelligence
Cloud Services
1 233 (92.46%) Google Cloud Platform
2 140 (55.56%) Amazon AWS
3 92 (36.51%) Microsoft Azure
4 41 (16.27%) Serverless
5 35 (13.89%) AWS Lambda
6 28 (11.11%) Amazon SQS
7 24 (9.52%) Google Analytics
8 18 (7.14%) GitHub
9 11 (4.37%) Amazon S3
10 9 (3.57%) Adobe Analytics
11 8 (3.17%) Firebase
12 7 (2.78%) Amazon Kinesis
12 7 (2.78%) AWS Data Pipeline
13 6 (2.38%) Amazon EC2
13 6 (2.38%) Azure Data Factory
13 6 (2.38%) Google Tag Manager
13 6 (2.38%) SaaS
14 5 (1.98%) Amazon ElastiCache
15 4 (1.59%) Cloud Computing
15 4 (1.59%) Google App Engine
Communications & Networking
1 3 (1.19%) TCP/IP
2 2 (0.79%) HTTP
2 2 (0.79%) Internet
Database & Business Intelligence
1 130 (51.59%) Big Data
2 105 (41.67%) Amazon Redshift
3 101 (40.08%) Hadoop
4 93 (36.90%) NoSQL
5 74 (29.37%) Data Warehouse
6 71 (28.17%) HBase
7 46 (18.25%) Data Lake
8 42 (16.67%) Apache Cassandra
9 38 (15.08%) Apache Hive
9 38 (15.08%) SQL Server
10 36 (14.29%) MySQL
11 30 (11.90%) Amazon DynamoDB
11 30 (11.90%) Redis
12 27 (10.71%) Relational Database
12 27 (10.71%) Spotfire
13 25 (9.92%) Flink
14 20 (7.94%) MongoDB
15 19 (7.54%) RDBMS
15 19 (7.54%) SQL Server Integration Services
16 17 (6.75%) Oracle Reports
Development Applications
1 30 (11.90%) Git (software)
2 24 (9.52%) JIRA
3 20 (7.94%) Jenkins
4 5 (1.98%) Firebug
4 5 (1.98%) Moq
4 5 (1.98%) NUnit
4 5 (1.98%) Visual Website Optimizer
5 4 (1.59%) Selenium
5 4 (1.59%) Visual Studio
6 3 (1.19%) Artifactory
6 3 (1.19%) Bitbucket
6 3 (1.19%) GitLab
6 3 (1.19%) Spinnaker
7 2 (0.79%) PHPUnit
7 2 (0.79%) Team Foundation Server
7 2 (0.79%) Travis CI
8 1 (0.40%) Cucumber
8 1 (0.40%) Eclipse
8 1 (0.40%) RSpec
8 1 (0.40%) TeamCity
General
1 43 (17.06%) Finance
2 35 (13.89%) Law
2 35 (13.89%) Marketing
3 28 (11.11%) Military
4 21 (8.33%) Retail
5 19 (7.54%) Telecoms
6 15 (5.95%) Games
7 14 (5.56%) Manufacturing
8 12 (4.76%) Publishing
9 11 (4.37%) Electronics
10 7 (2.78%) Banking
11 5 (1.98%) Advertising
12 2 (0.79%) French Language
12 2 (0.79%) German Language
12 2 (0.79%) Spanish Language
13 1 (0.40%) Billing
13 1 (0.40%) Greek Language
13 1 (0.40%) International Banking
13 1 (0.40%) Italian Language
13 1 (0.40%) Music Industry
Job Titles
1 60 (23.81%) Architect
2 57 (22.62%) Data Architect
3 43 (17.06%) Data Engineer
3 43 (17.06%) Developer
4 36 (14.29%) Analyst
5 35 (13.89%) Big Data Architect
6 19 (7.54%) Cloud Architect
7 18 (7.14%) Data Analyst
8 17 (6.75%) Cloud Engineer
8 17 (6.75%) Consultant
9 15 (5.95%) Senior Architect
9 15 (5.95%) Senior Data Architect
10 14 (5.56%) Hadoop Architect
11 12 (4.76%) Principal Consultant
11 12 (4.76%) Senior Data Engineer
12 11 (4.37%) Data Scientist
13 9 (3.57%) Senior Analyst
13 9 (3.57%) Software Engineer
14 8 (3.17%) Node.js Developer
14 8 (3.17%) Senior Developer
Libraries, Frameworks & Software Standards
1 52 (20.63%) Kafka
2 21 (8.33%) HTML
3 17 (6.75%) Node.js
4 16 (6.35%) JSON
4 16 (6.35%) REST
5 15 (5.95%) Apache Beam
6 14 (5.56%) CSS
6 14 (5.56%) RESTful
6 14 (5.56%) Spark Streaming
7 13 (5.16%) Web Services
8 11 (4.37%) HTML5
9 10 (3.97%) CSS3
9 10 (3.97%) Natural Language Processing
9 10 (3.97%) TensorFlow
10 9 (3.57%) XML
11 8 (3.17%) React
12 7 (2.78%) .NET
12 7 (2.78%) Apache NiFi
12 7 (2.78%) jQuery
13 5 (1.98%) Velocity
Miscellaneous
1 29 (11.51%) Analytical Skills
2 17 (6.75%) Clustering
3 16 (6.35%) Virtual Team
4 11 (4.37%) Data Structures
5 10 (3.97%) Algorithms
5 10 (3.97%) Public Cloud
6 8 (3.17%) Cloud Native
7 6 (2.38%) Blog
7 6 (2.38%) Fintech
8 5 (1.98%) Hybrid Cloud
9 4 (1.59%) Online Games
10 3 (1.19%) Contract for Difference
10 3 (1.19%) Foreign Exchange (FX)
10 3 (1.19%) Greenfield Project
10 3 (1.19%) Marketing Technology
10 3 (1.19%) Self-Motivation
10 3 (1.19%) Spread Betting
10 3 (1.19%) User Experience
11 2 (0.79%) Hedge funds
11 2 (0.79%) Social Media
Operating Systems
1 33 (13.10%) Linux
2 19 (7.54%) Unix
3 16 (6.35%) CentOS
3 16 (6.35%) Red Hat Enterprise Linux
3 16 (6.35%) Ubuntu
4 8 (3.17%) Windows
5 1 (0.40%) Apple iOS
Processes & Methodologies
1 143 (56.75%) Analytics
2 100 (39.68%) Agile Software Development
3 92 (36.51%) Business Intelligence
4 91 (36.11%) Machine Learning
5 80 (31.75%) Software Engineering
6 59 (23.41%) Visualisation
7 58 (23.02%) Data Analytics
8 57 (22.62%) Data Science
9 55 (21.83%) Data Modelling
10 47 (18.65%) ETL
11 43 (17.06%) Scrum
12 41 (16.27%) MapReduce
13 37 (14.68%) Artificial Intelligence
14 35 (13.89%) Data Ingestion
15 34 (13.49%) Data Architecture
16 31 (12.30%) DevOps
17 30 (11.90%) Data Management
18 28 (11.11%) Data Engineering
19 27 (10.71%) Data Visualisation
20 25 (9.92%) Mentoring
Programming Languages
1 150 (59.52%) Python
2 141 (55.95%) SQL
3 73 (28.97%) Java
4 51 (20.24%) Scala
5 32 (12.70%) R
6 21 (8.33%) JavaScript
7 13 (5.16%) Shell Script
8 11 (4.37%) C#
9 9 (3.57%) Ruby
10 7 (2.78%) Bash Shell
11 6 (2.38%) Go
11 6 (2.38%) MATLAB
12 5 (1.98%) PHP
13 4 (1.59%) Julia
13 4 (1.59%) T-SQL
14 3 (1.19%) ES6
14 3 (1.19%) ES7
15 2 (0.79%) C
16 1 (0.40%) Java 8
16 1 (0.40%) Kotlin
Qualifications
1 27 (10.71%) Degree
2 8 (3.17%) MCP
3 5 (1.98%) PhD
4 3 (1.19%) Computer Science Degree
5 2 (0.79%) MPhil
5 2 (0.79%) Postgraduate
6 1 (0.40%) Sun Certification
Quality Assurance & Compliance
1 18 (7.14%) Data Quality
2 17 (6.75%) ISO/IEC 27001
3 6 (2.38%) GDPR
3 6 (2.38%) PCI DSS
4 2 (0.79%) QA
System Software
1 28 (11.11%) Docker
2 9 (3.57%) Apache Flume
2 9 (3.57%) HDFS
3 1 (0.40%) Active Directory
Systems Management
1 17 (6.75%) Kubernetes
2 13 (5.16%) Hadoop YARN
3 11 (4.37%) Oozie
4 4 (1.59%) Terraform
5 1 (0.40%) Control-M
Vendors
1 182 (72.22%) Google
2 57 (22.62%) Tableau
3 30 (11.90%) IBM
3 30 (11.90%) Oracle
4 25 (9.92%) Microsoft
5 19 (7.54%) Splunk
6 17 (6.75%) Talend
6 17 (6.75%) Teradata
7 16 (6.35%) Red Hat
8 14 (5.56%) Databricks
9 11 (4.37%) Adobe
9 11 (4.37%) SAP
10 10 (3.97%) Cloudera
10 10 (3.97%) MapR
11 9 (3.57%) Hortonworks
12 8 (3.17%) Alteryx
13 6 (2.38%) Informatica
14 5 (1.98%) Ensighten
14 5 (1.98%) Optimizely
14 5 (1.98%) Tealium