Period
to 22 November 2017

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 22 November 2017 with a comparison to the same period in the previous 2 years.

Cloudera Impala
UK
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 1013 1089 1159
Rank change year-on-year +76 +70 +70
Permanent jobs citing Impala 169 136 150
As % of all permanent IT jobs advertised in the UK 0.094% 0.071% 0.070%
As % of the Database & Business Intelligence category 0.31% 0.24% 0.22%
Number of salaries quoted 98 106 143
UK median annual salary £57,500 £80,000 £70,000
Median salary % change year-on-year -28.13% +14.29% +7.69%
10th Percentile £33,675 £47,500 £51,500
90th Percentile £105,000 £115,000 £92,500
UK excluding London median annual salary £45,000 £70,000 £63,299
% change year-on-year -35.71% +10.59% +5.50%

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 54610 56430 67973
As % of all permanent IT jobs advertised in the UK 30.24% 29.67% 31.50%
Number of salaries quoted 44953 48258 57223
UK median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +2.27%
10th Percentile £30,000 £29,000 £28,250
90th Percentile £77,500 £77,500 £75,000
UK excluding London median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

Impala
Job Vacancy Trend

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

Job vacancy trend for Impala in the UK

Impala
Salary Trend

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

Salary trend for Impala in the UK

Impala
Salary Histogram

The salary distribution of IT jobs citing Impala over the 6 months to 22 November 2017.

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 22 November 2017. 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 +64 168 £57,500 -28.13% 22
London -16 85 £72,500 -12.12% 13
UK excluding London +88 84 £45,000 -35.71% 9
South East +76 36 £50,000 -11.11% 2
East of England +36 26 £37,500 -53.13% 1
South West +14 10 £50,000 -16.67%
North of England -1 8 £45,000 -40.00% 6
North West -15 6 £45,000 -40.00%
Midlands +28 3 £42,250 -
Yorkshire +21 2 - - 6
West Midlands 0 2 £42,250 -
Scotland -25 1 £57,500 +21.05%
East Midlands - 1 £40,000 -

For the 6 months to 22 November 2017, IT jobs citing Impala also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Impala.

1 157 (92.90%) Apache Spark
2 145 (85.80%) Hadoop
3 136 (80.47%) Apache Hive
3 136 (80.47%) Big Data
4 92 (54.44%) Python
5 91 (53.85%) SQL
6 79 (46.75%) Analytics
7 77 (45.56%) Agile Software Development
8 70 (41.42%) HBase
9 67 (39.64%) Java
10 59 (34.91%) Analytical Skills
11 56 (33.14%) Apache Flume
12 55 (32.54%) Amazon AWS
13 53 (31.36%) Cloudera
14 51 (30.18%) Kafka
15 49 (28.99%) MapReduce
16 47 (27.81%) Machine Learning
16 47 (27.81%) Business Intelligence
17 45 (26.63%) Visualisation
17 45 (26.63%) Scala
17 45 (26.63%) Degree
18 43 (25.44%) ETL
18 43 (25.44%) Tableau
19 38 (22.49%) HDFS
19 38 (22.49%) Apache Cassandra
20 37 (21.89%) Data Modelling
21 36 (21.30%) R
22 35 (20.71%) Finance
22 35 (20.71%) Web Services
23 34 (20.12%) Data Warehouse

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
1 157 (92.90%) Apache Spark
2 34 (20.12%) Apache Pig
3 28 (16.57%) SAS
4 21 (12.43%) Elasticsearch
5 13 (7.69%) Apache
6 10 (5.92%) Apache Solr
7 4 (2.37%) Oracle Coherence
8 2 (1.18%) Apache Airflow
8 2 (1.18%) Oracle SOA Suite
9 1 (0.59%) Jupyter
9 1 (0.59%) OpenStack
9 1 (0.59%) Tomcat
Applications
1 8 (4.73%) Microsoft Excel
2 3 (1.78%) SPSS
3 2 (1.18%) GNU Octave
4 1 (0.59%) Microsoft PowerPoint
Cloud Services
1 55 (32.54%) Amazon AWS
2 18 (10.65%) Amazon EMR
3 12 (7.10%) Amazon Kinesis
4 9 (5.33%) SaaS
5 7 (4.14%) Google Cloud Platform
6 6 (3.55%) Microsoft Azure
7 5 (2.96%) Cloud Computing
8 4 (2.37%) GitHub
9 2 (1.18%) Amazon S3
9 2 (1.18%) IaaS
9 2 (1.18%) PaaS
Communications & Networking
1 6 (3.55%) Kerberos
2 2 (1.18%) HTTP
2 2 (1.18%) LDAP
Database & Business Intelligence
1 145 (85.80%) Hadoop
2 136 (80.47%) Apache Hive
2 136 (80.47%) Big Data
3 70 (41.42%) HBase
4 38 (22.49%) Apache Cassandra
5 34 (20.12%) Data Warehouse
6 28 (16.57%) Sqoop
7 24 (14.20%) Relational Database
8 23 (13.61%) MongoDB
8 23 (13.61%) SQL Server
9 22 (13.02%) NoSQL
10 17 (10.06%) Pentaho
11 16 (9.47%) Flink
12 14 (8.28%) Amazon Redshift
12 14 (8.28%) Data Mining
13 11 (6.51%) Cloudera CDH
13 11 (6.51%) Power BI
14 10 (5.92%) BigQuery
15 9 (5.33%) Redis
16 8 (4.73%) Presto
Development Applications
1 13 (7.69%) Talend Open Studio
2 9 (5.33%) Git (software)
3 6 (3.55%) Jenkins
4 5 (2.96%) Maven
5 4 (2.37%) Artifactory
5 4 (2.37%) JIRA
5 4 (2.37%) Vagrant
General
1 35 (20.71%) Finance
2 19 (11.24%) Retail
3 13 (7.69%) Banking
3 13 (7.69%) Marketing
4 8 (4.73%) Electronics
5 6 (3.55%) Telecoms
6 5 (2.96%) Front Office
6 5 (2.96%) Games
6 5 (2.96%) Pharmaceutical
6 5 (2.96%) Spanish Language
7 4 (2.37%) Advertising
8 3 (1.78%) Law
8 3 (1.78%) Manufacturing
9 2 (1.18%) Investment Banking
10 1 (0.59%) Financial Institution
10 1 (0.59%) Retail Banking
Job Titles
1 50 (29.59%) Data Engineer
2 37 (21.89%) Developer
3 33 (19.53%) Big Data Engineer
4 19 (11.24%) Hadoop Engineer
5 17 (10.06%) Architect
5 17 (10.06%) Data Architect
5 17 (10.06%) Data Manager
6 14 (8.28%) Big Data Developer
6 14 (8.28%) Consultant
6 14 (8.28%) Data Scientist
7 12 (7.10%) Analytics Consultant
7 12 (7.10%) Data Consultant
8 11 (6.51%) Data Analytics Consultant
8 11 (6.51%) SAS Consultant
8 11 (6.51%) Software Engineer
9 9 (5.33%) Big Data Manager
10 8 (4.73%) Big Data Software Engineer
10 8 (4.73%) Hadoop Developer
10 8 (4.73%) Scala Developer
11 7 (4.14%) Cloud Developer
Libraries, Frameworks & Software Standards
1 51 (30.18%) Kafka
2 35 (20.71%) Web Services
3 17 (10.06%) JSON
4 13 (7.69%) REST
4 13 (7.69%) TensorFlow
5 12 (7.10%) MLlib
5 12 (7.10%) Spark Streaming
6 10 (5.92%) HTML
6 10 (5.92%) scikit-learn
7 9 (5.33%) CSS
8 8 (4.73%) .NET
8 8 (4.73%) Pandas
8 8 (4.73%) XML
9 7 (4.14%) AngularJS
9 7 (4.14%) Node.js
10 6 (3.55%) Angular 2
10 6 (3.55%) Apache Avro
11 5 (2.96%) NumPy
12 4 (2.37%) Natural Language Processing
12 4 (2.37%) WCF
Miscellaneous
1 59 (34.91%) Analytical Skills
2 34 (20.12%) Computer Science
3 22 (13.02%) Algorithms
4 18 (10.65%) Foreign Exchange (FX)
5 17 (10.06%) Data Structures
6 9 (5.33%) Data Centre
7 5 (2.96%) Clustering
8 4 (2.37%) Credit Risk
8 4 (2.37%) Cyberthreat
8 4 (2.37%) Greenfield Project
9 3 (1.78%) Blog
9 3 (1.78%) Data Protection Act
9 3 (1.78%) Management Information System
9 3 (1.78%) User Experience
10 2 (1.18%) Hybrid Cloud
10 2 (1.18%) Internet of Things
10 2 (1.18%) Linux Command Line
10 2 (1.18%) Virtual Team
11 1 (0.59%) Cybercrime
11 1 (0.59%) Fintech
Operating Systems
1 31 (18.34%) Linux
2 19 (11.24%) Unix
3 7 (4.14%) Windows
4 2 (1.18%) Mesosphere
5 1 (0.59%) Android
Processes & Methodologies
1 79 (46.75%) Analytics
2 77 (45.56%) Agile Software Development
3 49 (28.99%) MapReduce
4 47 (27.81%) Business Intelligence
4 47 (27.81%) Machine Learning
5 45 (26.63%) Visualisation
6 43 (25.44%) ETL
7 37 (21.89%) Data Modelling
8 33 (19.53%) Data Visualisation
9 32 (18.93%) Mathematics
9 32 (18.93%) Software Engineering
10 25 (14.79%) Data Architecture
11 24 (14.20%) Data Management
12 21 (12.43%) Scrum
12 21 (12.43%) Statistics
13 20 (11.83%) DevOps
14 18 (10.65%) Statistical Modelling
14 18 (10.65%) Strategic Thinking
14 18 (10.65%) Yield Management
15 17 (10.06%) Customer Analytics
Programming Languages
1 92 (54.44%) Python
2 91 (53.85%) SQL
3 67 (39.64%) Java
4 45 (26.63%) Scala
5 36 (21.30%) R
6 20 (11.83%) JavaScript
7 17 (10.06%) C#
8 15 (8.88%) MATLAB
9 11 (6.51%) C
10 10 (5.92%) Bash Shell
11 8 (4.73%) VBA
12 7 (4.14%) HiveQL
13 4 (2.37%) C++
14 2 (1.18%) Clojure
14 2 (1.18%) CQL
14 2 (1.18%) F#
14 2 (1.18%) Haskell
14 2 (1.18%) Perl
14 2 (1.18%) T-SQL
15 1 (0.59%) VB
Qualifications
1 45 (26.63%) Degree
2 13 (7.69%) Computer Science Degree
2 13 (7.69%) Security Cleared
3 12 (7.10%) DV Cleared
4 11 (6.51%) Numerate Degree
5 6 (3.55%) PhD
6 3 (1.78%) Postgraduate
7 1 (0.59%) SC Cleared
Quality Assurance & Compliance
1 29 (17.16%) Data Quality
2 4 (2.37%) QA
3 3 (1.78%) SLA
4 2 (1.18%) GCP
System Software
1 56 (33.14%) Apache Flume
2 38 (22.49%) HDFS
3 13 (7.69%) Docker
4 5 (2.96%) Apache ZooKeeper
5 2 (1.18%) MapR-FS
5 2 (1.18%) Virtual Machines
6 1 (0.59%) Cronacle
6 1 (0.59%) GridGain
Systems Management
1 23 (13.61%) Oozie
2 16 (9.47%) Hadoop YARN
3 5 (2.96%) Kibana
4 4 (2.37%) Nagios
5 3 (1.78%) Ansible
6 2 (1.18%) Ambari
6 2 (1.18%) Docker Swarm
6 2 (1.18%) Kubernetes
6 2 (1.18%) Puppet
6 2 (1.18%) yum
7 1 (0.59%) Control-M
7 1 (0.59%) Systems Management Server (SMS)
Vendors
1 53 (31.36%) Cloudera
2 43 (25.44%) Tableau
3 18 (10.65%) Oracle
4 16 (9.47%) TIBCO
5 14 (8.28%) Hortonworks
5 14 (8.28%) MapR
6 13 (7.69%) Talend
7 12 (7.10%) Atlassian
8 11 (6.51%) MicroStrategy
9 8 (4.73%) Ab Initio
10 7 (4.14%) SAP
11 6 (3.55%) Informatica
12 5 (2.96%) Microsoft
12 5 (2.96%) Teradata
13 3 (1.78%) Google
14 2 (1.18%) Adobe
14 2 (1.18%) Datameer
14 2 (1.18%) EXASOL
14 2 (1.18%) Platfora
14 2 (1.18%) Vertica