Period
to 16 June 2021

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Impala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Impala over the 6 months to 16 June 2021 with a comparison to the same period in the previous 2 years.

Apache Impala
UK > England
6 months to
16 Jun 2021
Same period 2020 Same period 2019
Rank 867 746 767
Rank change year-on-year -121 +21 +66
Permanent jobs citing Impala 43 89 336
As % of all permanent jobs advertised in England 0.048% 0.12% 0.25%
As % of the Database & Business Intelligence category 0.18% 0.43% 0.90%
Number of salaries quoted 29 55 262
10th Percentile £47,350 £45,000 £50,000
25th Percentile £47,500 £62,500 £56,250
Median annual salary (50th Percentile) £56,914 £75,000 £72,500
Median % change year-on-year -24.12% +3.45% -
75th Percentile £67,500 £79,000 £90,000
90th Percentile £91,500 £94,500 £106,250
UK median annual salary £56,914 £75,000 £72,500
% change year-on-year -24.12% +3.45% -

Impala 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 24,391 20,892 37,157
As % of all permanent IT jobs advertised in England 27.04% 27.25% 27.96%
Number of salaries quoted 17,751 17,276 30,920
10th Percentile £33,750 £32,500 £31,250
25th Percentile £42,500 £41,250 £38,750
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £73,750 £70,563
90th Percentile £90,000 £90,000 £86,250
UK median annual salary £55,000 £55,000 £52,000
% change year-on-year - +5.77% +4.00%

Impala
Job Vacancy Trend in England

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

Job vacancy trend for Impala in England

Impala
Salary Trend in England

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

Salary trend for Impala in England

Impala
Salary Histogram in England

Salary distribution for jobs citing Impala in England over the 6 months to 16 June 2021.

Salary histogram for Impala in England

Impala
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Impala within the England region over the 6 months to 16 June 2021. 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 -39 22 £57,500 -23.33% 5
Midlands -71 8 £55,500 -26.00% 3
East Midlands -36 6 £55,500 -26.00% 3
South West -50 6 £55,000 +10.00%
South East -25 3 - -
East of England -14 2 £55,000 -27.15%
North of England -36 2 £56,914 +26.47% 1
West Midlands -50 2 £58,750 +11.90%
North East - 2 £56,914 -
Impala
UK

For the 6 months to 16 June 2021, IT jobs citing Impala 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 Impala.

1 36 (83.72%) Apache Hive
2 32 (74.42%) Hadoop
3 26 (60.47%) Python
4 24 (55.81%) Big Data
4 24 (55.81%) Cloudera
5 23 (53.49%) Apache Spark
6 22 (51.16%) SQL
7 20 (46.51%) HDFS
8 19 (44.19%) ETL
9 17 (39.53%) Java
9 17 (39.53%) Azure
10 16 (37.21%) Data Engineering
11 15 (34.88%) Analytics
12 13 (30.23%) AWS
13 12 (27.91%) Machine Learning
13 12 (27.91%) Analytical Skills
13 12 (27.91%) Data Science
14 11 (25.58%) Data Analytics
14 11 (25.58%) Scala
14 11 (25.58%) Visualisation
14 11 (25.58%) Security Cleared
14 11 (25.58%) JavaScript
14 11 (25.58%) SAS
15 10 (23.26%) PL/SQL
15 10 (23.26%) BusinessObjects
15 10 (23.26%) Oracle
15 10 (23.26%) Unix
15 10 (23.26%) Informatica
15 10 (23.26%) Shell Script
15 10 (23.26%) Scrum

Impala
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 23 (53.49%) Apache Spark
2 11 (25.58%) SAS
3 5 (11.63%) Jupyter
4 2 (4.65%) Apache
4 2 (4.65%) Confluence
5 1 (2.33%) Apache Pig
Applications
1 6 (13.95%) Gephi
2 4 (9.30%) Microsoft Excel
2 4 (9.30%) Microsoft PowerPoint
2 4 (9.30%) Microsoft Project
Cloud Services
1 17 (39.53%) Azure
2 13 (30.23%) AWS
3 10 (23.26%) Power Platform
4 3 (6.98%) GCP
5 1 (2.33%) Cloud Computing
5 1 (2.33%) Snowflake
Communications & Networking
1 6 (13.95%) DNS
1 6 (13.95%) Ethernet
1 6 (13.95%) Firewall
1 6 (13.95%) HTTP
1 6 (13.95%) Intrusion Detection
1 6 (13.95%) MPLS
1 6 (13.95%) SSL
1 6 (13.95%) VPN
Database & Business Intelligence
1 36 (83.72%) Apache Hive
2 32 (74.42%) Hadoop
3 24 (55.81%) Big Data
4 10 (23.26%) BusinessObjects
4 10 (23.26%) Oracle Database
4 10 (23.26%) Pentaho
4 10 (23.26%) Power BI
5 7 (16.28%) HBase
5 7 (16.28%) NoSQL
6 6 (13.95%) Spark SQL
7 5 (11.63%) Data Lake
8 4 (9.30%) Data Mining
8 4 (9.30%) InfluxDB
9 2 (4.65%) PostgreSQL
9 2 (4.65%) Presto
10 1 (2.33%) BigQuery
10 1 (2.33%) Flink
10 1 (2.33%) MongoDB
10 1 (2.33%) Relational Database
10 1 (2.33%) Tableau
Development Applications
1 9 (20.93%) JIRA
2 7 (16.28%) Git (software)
3 6 (13.95%) Bitbucket
3 6 (13.95%) Bitbucket Server
3 6 (13.95%) git-flow
4 4 (9.30%) Jenkins
5 3 (6.98%) Maven
6 2 (4.65%) IntelliJ
7 1 (2.33%) TeamCity
General
1 12 (27.91%) Analytical Skills
2 8 (18.60%) Banking
2 8 (18.60%) Finance
3 7 (16.28%) Social Skills
4 6 (13.95%) Legal
5 4 (9.30%) Manufacturing
5 4 (9.30%) Organisational Skills
5 4 (9.30%) Telecoms
6 2 (4.65%) Retail
7 1 (2.33%) Electronics
7 1 (2.33%) Presentation Skills
7 1 (2.33%) Public Sector
Job Titles
1 17 (39.53%) Data Engineer
2 8 (18.60%) Analyst
3 7 (16.28%) Developer
4 6 (13.95%) Data Analyst
4 6 (13.95%) Data Science Analyst
5 5 (11.63%) Data Scientist
5 5 (11.63%) Senior Data Engineer
6 4 (9.30%) ETL Developer
6 4 (9.30%) Project Manager
7 2 (4.65%) Big Data Developer
7 2 (4.65%) Business Analyst
7 2 (4.65%) Data Migration Manager
7 2 (4.65%) Data Migration Project Manager
7 2 (4.65%) Delivery Project Manager
7 2 (4.65%) ETL Analyst
7 2 (4.65%) Hadoop Developer
7 2 (4.65%) Implementation Manager
7 2 (4.65%) Implementation Project Manager
7 2 (4.65%) Migration Project Manager
7 2 (4.65%) Project Implementation Manager
Libraries, Frameworks & Software Standards
1 8 (18.60%) Kafka
2 6 (13.95%) Elastic Stack
3 5 (11.63%) NumPy
3 5 (11.63%) Pandas
4 4 (9.30%) Matplotlib
4 4 (9.30%) scikit-learn
4 4 (9.30%) Seaborn
5 1 (2.33%) AngularJS
5 1 (2.33%) CSS
5 1 (2.33%) GraphX
5 1 (2.33%) HTML
5 1 (2.33%) HTML5
5 1 (2.33%) jQuery
5 1 (2.33%) MXNet
5 1 (2.33%) React
5 1 (2.33%) REST
5 1 (2.33%) Spark Streaming
5 1 (2.33%) TensorFlow
Miscellaneous
1 6 (13.95%) Analytical Mindset
1 6 (13.95%) Cyber Kill Chain
2 4 (9.30%) Algorithms
3 3 (6.98%) Management Information System
4 1 (2.33%) Credit Risk
4 1 (2.33%) Semantic Web
Operating Systems
1 10 (23.26%) Unix
2 6 (13.95%) Linux
Processes & Methodologies
1 19 (44.19%) ETL
2 16 (37.21%) Data Engineering
3 15 (34.88%) Analytics
4 12 (27.91%) Data Science
4 12 (27.91%) Machine Learning
5 11 (25.58%) Data Analytics
5 11 (25.58%) Visualisation
6 10 (23.26%) Requirements Gathering
6 10 (23.26%) Scrum
7 9 (20.93%) Mathematics
8 7 (16.28%) Data Modelling
8 7 (16.28%) Problem-Solving
9 6 (13.95%) Agile Software Development
9 6 (13.95%) Cryptography
9 6 (13.95%) Cybersecurity
9 6 (13.95%) Data Development
9 6 (13.95%) MapReduce
9 6 (13.95%) OSINT
9 6 (13.95%) Reverse Engineering
9 6 (13.95%) Security Management
Programming Languages
1 26 (60.47%) Python
2 22 (51.16%) SQL
3 17 (39.53%) Java
4 11 (25.58%) JavaScript
4 11 (25.58%) Scala
5 10 (23.26%) HiveQL
5 10 (23.26%) PL/SQL
5 10 (23.26%) Shell Script
6 9 (20.93%) R
7 7 (16.28%) C
8 6 (13.95%) Bash Shell
8 6 (13.95%) Perl
9 2 (4.65%) C++
10 1 (2.33%) C#
Qualifications
1 11 (25.58%) Security Cleared
2 7 (16.28%) DV Cleared
3 6 (13.95%) CCNA
3 6 (13.95%) CEH
3 6 (13.95%) Cisco Certification
3 6 (13.95%) CISSP
3 6 (13.95%) CompTIA Security+
3 6 (13.95%) GIAC
3 6 (13.95%) Linux+ Certification
3 6 (13.95%) MCSE
3 6 (13.95%) Microsoft Certification
3 6 (13.95%) Network+ Certification
3 6 (13.95%) SANS
3 6 (13.95%) SSCP
4 5 (11.63%) SC Cleared
5 3 (6.98%) BPSS Clearance
6 2 (4.65%) PhD
7 1 (2.33%) Degree
System Software
1 20 (46.51%) HDFS
2 7 (16.28%) Apache Flume
2 7 (16.28%) Apache ZooKeeper
Systems Management
1 6 (13.95%) Hadoop YARN
1 6 (13.95%) Kibana
1 6 (13.95%) Oozie
2 1 (2.33%) Kubernetes
Vendors
1 24 (55.81%) Cloudera
2 10 (23.26%) Informatica
2 10 (23.26%) Oracle
2 10 (23.26%) Talend
3 6 (13.95%) BT
3 6 (13.95%) Splunk
4 4 (9.30%) Microsoft
5 3 (6.98%) Ab Initio
6 1 (2.33%) Google