diff --git a/CV.Rmd b/CV.Rmd
index e2cc727..390136c 100644
--- a/CV.Rmd
+++ b/CV.Rmd
@@ -6,10 +6,10 @@ address: "Singapore"
 www: "synthyze.com"
 email: "woonjunwei@protonmail.com"
 github: Devoalda
-linkedin: woon-jun-wei-893406174
+linkedin: woonjunwei
 date: "`r format(Sys.time(), '%B %Y')`"
 headcolor: 990000
-aboutme: "Computing Science student at Singapore Institute of Technology (SIT) and Security Engineer Intern at Singtel, passionate about cybersecurity, automation, and embedded systems, with hands-on experience in security analysis and system defense."
+aboutme: "Computing Science student at Singapore Institute of Technology (SIT) and Security Engineer Intern at Singtel with hands-on experience in cybersecurity, threat analysis, incident response, and system defense. Skilled in cryptography, reverse engineering, SIEM, and automation for security operations."
 docname: CV
 output: vitae::awesomecv
 ---
@@ -36,6 +36,19 @@ source(file = here("r","data.r"))
 
 ```
 
+# Key Skills
+
+```{r SKILLS}
+
+skills %>%
+  detailed_entries(
+    with = area,
+    what = skills
+  )
+
+```
+
+
 # Employment
 
 ```{r EMPLOYMENT}
@@ -73,18 +86,6 @@ edu %>%
 
 ```
 
-# Skills
-
-```{r SKILLS}
-
-skills %>%
-  detailed_entries(
-    with = area,
-    what = skills
-  )
-
-```
-
 # Awards and Certifications
 
 ## Certifications
diff --git a/CV.pdf b/CV.pdf
index 629bb64..c7506b2 100644
Binary files a/CV.pdf and b/CV.pdf differ
diff --git a/WoonJunWei_CV.pdf b/WoonJunWei_CV.pdf
index 629bb64..c7506b2 100644
Binary files a/WoonJunWei_CV.pdf and b/WoonJunWei_CV.pdf differ
diff --git a/r/data.r b/r/data.r
index 69ddcf9..b7320d2 100644
--- a/r/data.r
+++ b/r/data.r
@@ -57,7 +57,7 @@ projects <- tribble(
 certifications <- tribble(
     ~area, ~accomplishment, ~year, ~where, ~detail,
     "Offensive Security Certified Professional", "OSCP", "In Progress", "Offensive Security", NA,
-    "Google Advanced Data Analytics", "Google Advanced Data Analytics Certification", "2024", "Coursera", NA,
+    # "Google Advanced Data Analytics", "Google Advanced Data Analytics Certification", "2024", "Coursera", NA,
     "Google Cyber Security", "Google Cyber Security Certification", "2024", "Coursera", NA,
     "Amazon Web Services (AWS)", "AWS Academy Cloud Foundations", "2023", "AWS", NA,
     "Docker", "Docker Fundamentals", "2023", "VMware", NA,
@@ -73,17 +73,16 @@ certifications <- tribble(
 
 skills <- tribble(
     ~area, ~skills,
-    "Programming Languages", "PYTHON, C, R, JAVA, SQL, PHP, BASH, RUST, C#",
-    "Cyber Security", "CRYPTOGRAPHY, BASIC REVERSE ENGINEERING, MALWARE ANALYSIS, TRAFFIC ANALYSIS, SIEM, SOAR",
-    #"Markup Languages", "CSS, HTML, LaTeX, MARKDOWN",
-    # "Data Interchange Formats", "CSV, JSON, XML",
-    "Operating Systems", "GNU/LINUX, WiNDOWS, FREEBSD VARIENTS, FreeRTOS, ROBOT OPERATING SYSTEM (ROS)",
-    "Version Control", "Git",
-    # "Text Editors", "SQL SERVER MANAGEMENT STUDIO, VIM, VISUAL STUDIO, VISUAL STUDIO CODE, ECLIPSE",
-    # "Microsoft Office", "OUTLOOK, ONENOTE, POWERpOINT, WORD, EXCEL",
-    "IoT", "RASPBERRY PI, 3D PRINTERS, ESP32, ARDUINO, ROS"
+    "Programming", "PYTHON, C, R, JAVA, SQL, BASH, RUST, C#",
+    "Cybersecurity", "CRYPTOGRAPHY, REVERSE ENGINEERING, MALWARE ANALYSIS, NETWORK SECURITY, INCIDENT RESPONSE, SIEM, SOAR, THREAT HUNTING, VULNERABILITY ASSESSMENT, PENETRATION TESTING",
+    #"Operating Systems", "GNU/LINUX, WINDOWS, FREEBSD, FreeRTOS, ROBOT OPERATING SYSTEM (ROS)",
+    "Networking & Traffic Analysis", "TCP/IP, FIREWALL CONFIGURATION, IDS/IPS, WIRESHARK, SNORT, PFSENSE",
+    "Cloud & DevSecOps", "CONTAINER SECURITY, DOCKER, KUBERNETES, INFRASTRUCTURE AS CODE, CI/CD SECURITY",
+    "IoT & Embedded Systems", "RASPBERRY PI, ESP32, ARDUINO, ROS, EMBEDDED SYSTEMS SECURITY",
+    "Version Control & Automation", "GIT, BASH SCRIPTING, PYTHON AUTOMATION"
 )
 
+
 honors <- tribble(
     ~area, ~accomplishment, ~year, ~where, ~detail,
 )
@@ -94,10 +93,10 @@ edu <- tribble(
     "BSC (HONS) COMPUTING SCIENCE", 2022, 2025, "Singapore Institute of Technology, University of Glasgow", "Singapore/Glasgow", "Provost List AY2023/2024 (Top 2% of cohort)",
     "BSC (HONS) COMPUTING SCIENCE", 2022, 2025, "Singapore Institute of Technology, University of Glasgow", "Singapore/Glasgow", "Singtel SHINE Apprentice",
     "BSC (HONS) COMPUTING SCIENCE", 2022, 2025, "Singapore Institute of Technology, University of Glasgow", "Singapore/Glasgow", "Code Olympics 2024 (Participant)",
-    "BSC (HONS) COMPUTING SCIENCE", 2022, 2025, "Singapore Institute of Technology, University of Glasgow", "Singapore/Glasgow", "StandCon CTF 2023 (Participant)",
+    #"BSC (HONS) COMPUTING SCIENCE", 2022, 2025, "Singapore Institute of Technology, University of Glasgow", "Singapore/Glasgow", "StandCon CTF 2023 (Participant)",
     "Diploma in Cyber Sercurity and Forensics", 2017, 2020, "Nanyang Polytechnic", "Singapore", "Cumulative Grade Point Average: 3.37/4",
     "Diploma in Cyber Sercurity and Forensics", 2017, 2020, "Nanyang Polytechnic", "Singapore", "Diploma Plus: Linux System Essentials",
-    "Diploma in Cyber Sercurity and Forensics", 2017, 2020, "Nanyang Polytechnic", "Singapore", "NYP Taekwondo Club",
+    #"Diploma in Cyber Sercurity and Forensics", 2017, 2020, "Nanyang Polytechnic", "Singapore", "NYP Taekwondo Club",
     # "GCE 'O' Levels ", 2013, 2016, "Balestier Hill Secondary School", "Singapore","Aggregate Score: 13",
 )