Period
to 5 June 2020

The following table provides summary statistics for permanent job vacancies 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 5 June 2020 with a comparison to the same period in the previous 2 years.

Apache Impala
UK
6 months to
5 Jun 2020
Same period 2019 Same period 2018
Rank 770 771 867
Rank change year-on-year +1 +96 +150
Permanent jobs citing Impala 97 341 345
As % of all permanent jobs advertised in the UK 0.11% 0.24% 0.20%
As % of the Database & Business Intelligence category 0.42% 0.85% 0.65%
Number of salaries quoted 74 247 207
Median annual salary £75,000 £72,500 £72,500
Median salary % change year-on-year +3.45% - +11.54%
10th Percentile £45,000 £50,000 £47,500
90th Percentile £85,000 £106,250 £100,000
UK excluding London median annual salary £75,000 £60,000 £70,000
% change year-on-year +25.00% -14.29% +33.33%

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 with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
UK
Permanent vacancies with a requirement for database or business intelligence skills 23,308 40,034 52,833
As % of all permanent IT jobs advertised in the UK 26.93% 28.02% 30.76%
Number of salaries quoted 18,899 32,625 43,286
Median annual salary £55,000 £52,000 £50,000
Median salary % change year-on-year +5.77% +4.00% +5.26%
10th Percentile £32,500 £31,250 £31,250
90th Percentile £90,000 £85,000 £80,000
UK excluding London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +7.14%

Impala
Job Vacancy Trend

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

Job vacancy trend for Impala in the UK

Impala
Salary Trend

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

Salary trend for Impala in the UK

Impala
Salary Histogram

Salary distribution for jobs citing Impala over the 6 months to 5 June 2020.

Salary histogram for Impala in the UK

Impala
Top 13 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Impala within the UK over the 6 months to 5 June 2020. 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
England -8 92 £75,000 - 7
UK excluding London +149 61 £75,000 +25.00% 5
London -42 36 £75,000 -6.25% 3
Midlands +65 25 £75,000 +30.43%
East Midlands +39 15 £75,000 +30.43%
East of England +80 14 £75,000 +15.38%
West Midlands +80 10 £52,500 +10.53%
South East +107 9 - - 3
Work from Home +41 8 £75,000 -1.64%
North of England +122 6 £46,280 -7.44% 1
North West +84 6 £46,280 +19.43% 1
Scotland +62 5 £55,000 -18.52% 1
South West +88 2 £50,000 -

For the 6 months to 5 June 2020, 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 with a requirement for Impala.

1 90 (92.78%) Apache Hive
2 86 (88.66%) Apache Spark
3 80 (82.47%) Big Data
4 79 (81.44%) Hadoop
5 70 (72.16%) Agile Software Development
6 67 (69.07%) Python
7 64 (65.98%) Analytics
8 50 (51.55%) Scala
9 49 (50.52%) Java
10 43 (44.33%) SQL
10 43 (44.33%) Kafka
11 42 (43.30%) AWS
12 40 (41.24%) ETL
12 40 (41.24%) HDFS
13 33 (34.02%) HBase
13 33 (34.02%) Scrum
14 30 (30.93%) Azure
15 29 (29.90%) Data Warehouse
16 28 (28.87%) Data Modelling
16 28 (28.87%) Data Analytics
16 28 (28.87%) Data Engineering
17 25 (25.77%) NoSQL
18 24 (24.74%) MapReduce
18 24 (24.74%) Cloudera
18 24 (24.74%) Business Intelligence
18 24 (24.74%) Unix
19 23 (23.71%) Stakeholder Management
19 23 (23.71%) Software Engineering
19 23 (23.71%) Analytical Skills
20 22 (22.68%) Shell Script

Impala
Co-occurring IT Skills 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 86 (88.66%) Apache Spark
2 12 (12.37%) Apache
3 11 (11.34%) Jupyter
4 10 (10.31%) SAS
5 9 (9.28%) Apache Pig
6 2 (2.06%) Apache Airflow
Applications
1 2 (2.06%) Gephi
Business Applications
1 3 (3.09%) Sparx Enterprise Architect
Cloud Services
1 42 (43.30%) AWS
2 30 (30.93%) Azure
3 15 (15.46%) Amazon EMR
3 15 (15.46%) Azure Data Factory
4 11 (11.34%) GCP
5 8 (8.25%) Power Platform
6 6 (6.19%) Cloud Computing
6 6 (6.19%) Cortana Intelligence Suite
7 5 (5.15%) Amazon Kinesis
8 3 (3.09%) IaaS
8 3 (3.09%) PaaS
9 2 (2.06%) Amazon S3
9 2 (2.06%) SaaS
9 2 (2.06%) Serverless
10 1 (1.03%) GitHub
Communications & Networking
1 7 (7.22%) SSL
2 2 (2.06%) DNS
2 2 (2.06%) Ethernet
2 2 (2.06%) Firewall
2 2 (2.06%) HTTP
2 2 (2.06%) Intrusion Detection
2 2 (2.06%) MPLS
2 2 (2.06%) VPN
Database & Business Intelligence
1 90 (92.78%) Apache Hive
2 80 (82.47%) Big Data
3 79 (81.44%) Hadoop
4 33 (34.02%) HBase
5 29 (29.90%) Data Warehouse
6 25 (25.77%) NoSQL
7 20 (20.62%) Data Lake
8 15 (15.46%) Apache Cassandra
8 15 (15.46%) MongoDB
9 12 (12.37%) Apache Kudu
9 12 (12.37%) OLTP
9 12 (12.37%) Pentaho
9 12 (12.37%) Sqoop
10 9 (9.28%) Oracle Database
11 8 (8.25%) Power BI
11 8 (8.25%) SQL Server Integration Services
12 7 (7.22%) BusinessObjects
13 6 (6.19%) Amazon Redshift
13 6 (6.19%) Azure SQL Database
13 6 (6.19%) Neo4j
Development Applications
1 18 (18.56%) Git (software)
2 6 (6.19%) TeamCity
3 5 (5.15%) Artifactory
4 4 (4.12%) GitLab
4 4 (4.12%) JIRA
5 3 (3.09%) Jenkins
6 2 (2.06%) Bitbucket
6 2 (2.06%) Bitbucket Server
6 2 (2.06%) git-flow
6 2 (2.06%) JUnit
6 2 (2.06%) Maven
General
1 19 (19.59%) Finance
2 6 (6.19%) Front Office
3 3 (3.09%) Banking
4 2 (2.06%) Investment Banking
4 2 (2.06%) Legal
5 1 (1.03%) Retail
5 1 (1.03%) Retail Banking
Job Titles
1 39 (40.21%) Developer
2 37 (38.14%) Data Engineer
3 20 (20.62%) Senior Developer
4 17 (17.53%) Analytics Developer
4 17 (17.53%) Big Data Developer
5 15 (15.46%) Architect
5 15 (15.46%) Big Data Engineer
5 15 (15.46%) Java Developer
6 14 (14.43%) Data Architect
6 14 (14.43%) Senior Java Developer
7 13 (13.40%) Senior Big Data Developer
8 11 (11.34%) Lead Developer
8 11 (11.34%) Lead Java Developer
9 8 (8.25%) Business Intelligence Architect
9 8 (8.25%) Python Developer
9 8 (8.25%) Tableau Architect
10 6 (6.19%) Azure Developer
10 6 (6.19%) Front Office Developer
10 6 (6.19%) Hadoop Developer
10 6 (6.19%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 43 (44.33%) Kafka
2 11 (11.34%) J2EE
3 8 (8.25%) Pandas
3 8 (8.25%) PySpark
4 7 (7.22%) Flask
4 7 (7.22%) NumPy
4 7 (7.22%) scikit-learn
5 6 (6.19%) Apache NiFi
5 6 (6.19%) SciPy
6 5 (5.15%) Elastic Stack
6 5 (5.15%) HTML
7 4 (4.12%) ADO
7 4 (4.12%) Spark Streaming
8 3 (3.09%) MLlib
9 2 (2.06%) Lambda Expressions
10 1 (1.03%) Akka
10 1 (1.03%) Anaconda
10 1 (1.03%) Dask
10 1 (1.03%) React
10 1 (1.03%) Web Services
Miscellaneous
1 23 (23.71%) Analytical Skills
2 15 (15.46%) Enterprise Software
3 11 (11.34%) Public Cloud
4 9 (9.28%) Algorithms
5 8 (8.25%) Greenfield Project
6 6 (6.19%) Hedge funds
7 4 (4.12%) PMI
8 2 (2.06%) Analytical Mindset
8 2 (2.06%) Cyber Kill Chain
9 1 (1.03%) Data Structures
Operating Systems
1 24 (24.74%) Unix
2 15 (15.46%) Linux
Processes & Methodologies
1 70 (72.16%) Agile Software Development
2 64 (65.98%) Analytics
3 40 (41.24%) ETL
4 33 (34.02%) Scrum
5 28 (28.87%) Data Analytics
5 28 (28.87%) Data Engineering
5 28 (28.87%) Data Modelling
6 24 (24.74%) Business Intelligence
6 24 (24.74%) MapReduce
7 23 (23.71%) Software Engineering
7 23 (23.71%) Stakeholder Management
8 21 (21.65%) Data Science
9 19 (19.59%) Data Analysis
10 17 (17.53%) Machine Learning
11 16 (16.49%) Performance Tuning
12 15 (15.46%) Data Management
12 15 (15.46%) Requirements Gathering
13 12 (12.37%) Mentoring
13 12 (12.37%) Predictive Analytics
13 12 (12.37%) Software Delivery
Programming Languages
1 67 (69.07%) Python
2 50 (51.55%) Scala
3 49 (50.52%) Java
4 43 (44.33%) SQL
5 22 (22.68%) Shell Script
6 17 (17.53%) R
7 12 (12.37%) HiveQL
7 12 (12.37%) PL/SQL
8 7 (7.22%) JavaScript
9 3 (3.09%) C
9 3 (3.09%) Go
9 3 (3.09%) T-SQL
10 2 (2.06%) Bash Shell
10 2 (2.06%) Perl
11 1 (1.03%) C++
11 1 (1.03%) Cython
Qualifications
1 12 (12.37%) Degree
2 11 (11.34%) AWS Certification
3 4 (4.12%) BPSS Clearance
3 4 (4.12%) PMI Certification
4 2 (2.06%) CCNA
4 2 (2.06%) CEH
4 2 (2.06%) Cisco Certification
4 2 (2.06%) CISSP
4 2 (2.06%) CompTIA Security+
4 2 (2.06%) DV Cleared
4 2 (2.06%) GIAC
4 2 (2.06%) Linux+ Certification
4 2 (2.06%) MCSE
4 2 (2.06%) Microsoft Certification
4 2 (2.06%) Network+ Certification
4 2 (2.06%) SANS
4 2 (2.06%) Security Cleared
4 2 (2.06%) SSCP
5 1 (1.03%) MBA
5 1 (1.03%) PhD
Quality Assurance & Compliance
1 5 (5.15%) Data Quality
2 2 (2.06%) QA
3 1 (1.03%) Actionable Recommendations
System Software
1 40 (41.24%) HDFS
2 18 (18.56%) Apache Flume
3 4 (4.12%) Docker
Systems Management
1 18 (18.56%) Oozie
2 11 (11.34%) Hadoop YARN
3 7 (7.22%) Kubernetes
4 3 (3.09%) Mesos
5 2 (2.06%) Kibana
5 2 (2.06%) Terraform
6 1 (1.03%) Ansible
Vendors
1 24 (24.74%) Cloudera
2 21 (21.65%) Databricks
2 21 (21.65%) Talend
3 15 (15.46%) Google
4 13 (13.40%) Informatica
4 13 (13.40%) Oracle
4 13 (13.40%) Tableau
5 7 (7.22%) Splunk
6 6 (6.19%) Microsoft
7 3 (3.09%) Sparx
8 2 (2.06%) BT
8 2 (2.06%) Hortonworks
8 2 (2.06%) MapR
8 2 (2.06%) StreamSets