diff --git a/content/_index.md b/content/_index.md
index dae9016..095dcaf 100644
--- a/content/_index.md
+++ b/content/_index.md
@@ -6,7 +6,7 @@ toc: False
 
 **This site is currently under construction**. 
 
-I intend for this to be a place to publish my personal work to share with others. I have a page called [Data Lab](/data-lab) where I publish interactive analytical dashboards based on open data, a blog to publish tutorials and thoughts I have on various topics, and a [data downloads](/data-download) page for data access.  
+I intend for this to be a place to publish my personal work to share with others. I have a page called [Data Lab](/data-lab) where I publish interactive analytical dashboards based on open data, a blog to publish tutorials and thoughts I have on various topics, and a [data downloads](/data-downloads) page for data access.  
 
 I'm interested in a broad set of topics such as Linux, analytics and data engineering, Geographic Information Systems (GIS) and bitcoin. So expect to see content related to these topics published on this site. 
 
diff --git a/content/cv.md b/content/cv.md
index 4823d33..5fe0d7a 100644
--- a/content/cv.md
+++ b/content/cv.md
@@ -1,7 +1,7 @@
 ## Sam Chance | UK | [https://baseddata.io/about-me](https://baseddata.io/about-me)
 ***contact@sjplab.com***
 
-**Analytics Engineer** with over 4 years experience designing and implementing
+**Analytics Engineer** with 4 years experience designing and implementing
 comprehensive analytics solutions with focus on **data modelling** and building
 **data pipelines**. Proficient in **SQL** and **Python**, with expertise in
 **data warehousing**, creating company **dashboards** and building bespoke
@@ -30,15 +30,15 @@ minimal managerial oversight.
 ### Tech
 - Version control and codebase collaboration using Git
 - AI tools such as Ollama, Langchain, Open Interpreter
-- Systems administration, networking, security and self-hosting
+- Systems administration, networking, security, self-hosting, containerisation
 - Web development
 - CLI Wizard
 
 ## Work Experience
-### Growth Analyst / Analytics Engineer | What3Words | May 2020 to Apr 2024
+### Growth Analyst (Full-time) / Analytics Engineer (Contractor) | What3Words | May 2020 to Apr 2024
 - Designed and implemented alerting system in Python from scratch to monitor partner API usage
 - Built data pipelines and dashboard for company wide KPI metrics
-- Assisted with migrating data from Firebase to Mixpanel
+- Assisted with migrating data reporting from Firebase to Mixpanel
 - Built various QA tools to assess and monitor data quality
 - Started as a growth analyst, then promoted to analytics engineer