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Grace Liu

Grace Liu

LinkedIn Content Strategy & Writing Style

SWE Intern @ Databricks | Prev @ Vercel, AWS, HubSpot | CS + Comp Bio @ UofT

United States
614 Viral ScoreView on LinkedIn

1 person tracking this creator on ViralBrain

Warm Analysis

Grace Liu positions herself as a high-achieving technical generalist and career strategist for the next generation of software engineers. Her content strategy centers on "ungatekeeping" the elite internship circuit, moving beyond basic advice to provide tactical playbooks on off-season recruiting, gap year optimization, and leveraging research for technical credibility. She is particularly notable for her radical transparency regarding non-linear paths, frequently citing her pivot from biology to computer science as a way to humanize the high-stakes world of Big Tech recruiting. By intersecting elite technical pedigree with community advocacy, Grace transforms her personal success at companies like Vercel and Databricks into a scalable blueprint for underrepresented students navigating a hyper-competitive market.

Performance Overview

Followers

15.2K

Connections

5.7K

Avg. Engagement

821

Engagement Rate

Posts/Week

Viral Score

614

Posts Analyzed

2

Top Posts by Engagement

My 𝗦𝘂𝗺𝗺𝗲𝗿 𝟮𝟬𝟮𝟲 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽 stats. Exactly one year ago, I had 𝟬 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽 𝗼𝗳𝗳𝗲𝗿𝘀. Today, I’m incredibly grateful to have received 𝟲 𝗼𝗳𝗳𝗲𝗿𝘀 from companies…

LinkedIn post image: My 𝗦𝘂𝗺𝗺𝗲𝗿 𝟮𝟬𝟮𝟲 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽 stats.
2.2K386100 viral
Career Advice9 months ago
View on LinkedIn

I’m excited to share that I’ll be interning at Vercel this spring in San Francisco and Databricks this summer in Mountain View! 🌉 Grateful for these opportunities and excited to power AI advancemen…

LinkedIn post image: I’m excited to share that I’ll be interning at Vercel this spring in San Francisco and Databricks this summer in Mountai
1.2K1290100 viral
Career Development9 months ago
View on LinkedIn

Call me Amazon because I'm in my Prime 📞🤙😮‍💨 I’m excited to share that I’ve started my internship at Amazon Web Services (AWS)! I’m joining the Amazon DynamoDB team on Global Secondary Indexes, w…

LinkedIn post image: Call me Amazon because I'm in my Prime 📞🤙😮‍💨
1.3K36398 viral
Career Updateabout 1 year ago
View on LinkedIn

I’m ungatekeeping how I lined up 𝟰 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗶𝗻 𝗮 𝗿𝗼𝘄. 𝗦𝘁𝗲𝗽 𝟭: 𝗨𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱 𝗼𝗳𝗳-𝘀𝗲𝗮𝘀𝗼𝗻 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀. Fall and winter internships are often called…

LinkedIn post image: I’m ungatekeeping how I lined up 𝟰 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗶𝗻 𝗮 𝗿𝗼𝘄.
87099586 viral
Career Advice7 months ago
View on LinkedIn

Your 𝗳𝗶𝗿𝘀𝘁 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽 is the hardest to get. I landed big-tech internship offers 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 prior software engineering internships. Here’s what I did have to bridge the gap. 1️⃣ R…

LinkedIn post image: Your 𝗳𝗶𝗿𝘀𝘁 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽 is the hardest to get.
595163183 viral
Career Advice8 months ago
View on LinkedIn

Women make up only ~20% of software engineers. Imagine how much we're missing out on when half the population is underrepresented in the rooms where technology is built. Diverse perspectives don't ju…

LinkedIn post image: Women make up only ~20% of software engineers.
885211170 viral
Diversity & Inclusion7 months ago
View on LinkedIn

Posting Patterns & Frequency

2.5 posts/week

Posts / Week

2

Total Posts Analyzed

MEDIUM

Posting Frequency

Timezone: UTC

Best Performing Days

Weekdays

Best Performing Times To Post

Late Afternoon UTC

Topics & Content Focus

Primary Topics

Early-Career Strategic PositioningHigh-Growth Tech Internship ArbitrageWomen in Engineering AdvocacyTactical Job Search Optimization

Secondary Themes

Off-season Recruitment CyclesCorporate Culture & AutonomySTEM Diversity EquityPersonal Branding for Students

Industry Focus

Software EngineeringDeveloper Tools (DevTools)Venture-backed Tech Startups

Content Categories

Playbooks & How-to GuidesCareer Milestone ReflectionsSocial AdvocacyResource Ungatekeeping

Performance Insights

820.7%

Avg Engagement Rate

STABLE

Performance Trend

Best Performing Topics

Internship Application FrameworksGender Diversity in EngineeringCareer Milestone Reflections

Virality Signals

High comment-to-like ratio on 'ungatekeeping' postsHigh share count on advocacy/social justice topicsUtility-driven bookmarking behavior

Structure & Quality

180

Avg Length (Words)

MEDIUM

Depth Level

INTERMEDIATE

Expertise Level

0.85/10

Uniqueness Score

Common Hooks

The 'Ungatekeeping' Authority HookCounter-intuitive Statistical OpenersPersonal Milestone DeclarationsDirect Outcome Claims (e.g., 'I landed 5+ offers')

Common Endings

Resource links with emojisCall to support peers (♻️ Repost)Personalized sign-offs (❤️‍🔥🫶)Comment-based lead magnets

Value Delivery Methods

Actionable job search linksStep-by-step career frameworksEmotional resonance through shared struggle

Formatting Style

Bullet-heavy for readabilityStrategic use of bold Unicode text for emphasisShort, punchy paragraphsVisual spacing between narrative and links

Audience & Tone

YES

Question Usage

0.9%

Response Rate

Detected Tone

Relatable High-AchieverEmpathetic MentorTransparent Strategistsemi-formalfirst-person

Interaction Style

Peer-to-peer mentorshipResource distributionVulnerable transparency

Community Building Signals

Student-to-Professional bridge buildingSupportive networking for underrepresented groups

Writing Style Patterns

Content Strategy

Hook: The 'Ungatekeeping' Authority HookTone: semi-formalCTA: Comment-to-DM automation triggers

Writing style breakdown

<start of post>

I’m 𝘂𝗻𝗴𝗮𝘁𝗲𝗸𝗲𝗲𝗽𝗶𝗻𝗴 how I landed a 𝗦𝗪𝗘 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽 at my dream company with a non-traditional background.

Exactly two years ago, I was a biology student who had never written a single line of code. I felt behind, overwhelmed, and like I didn't belong in tech.

Here is the 𝟯-𝘀𝘁𝗲𝗽 𝗳𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 I used to bridge the gap

𝟭. 𝗧𝗵𝗲 "𝟭𝟬-𝗗𝗮𝘆" 𝗥𝘂𝗹𝗲

I stopped waiting for the "perfect" time to apply. I committed to applying to every new posting within 10 hours of it going live. Speed is a signal of interest.

𝟮. 𝗕𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝗶𝗻 𝗣𝘂𝗯𝗹𝗶𝗰

I didn't just put projects on my resume. I posted my progress on GitHub every single day. Even the small bugs I fixed. It showed recruiters I was consistent and coachable.

𝟯. 𝗟𝗲𝘃𝗲𝗿𝗮𝗴𝗶𝗻𝗴 𝗢𝗳𝗳-𝗦𝗲𝗮𝘀𝗼𝗻 𝗥𝗼𝗹𝗲𝘀

Everyone fights for summer. I targeted Fall and Winter internships where the applicant pool was 70% smaller. That’s how I got my foot in the door.

Recruiting is a marathon, not a sprint. If you’re feeling discouraged, keep going. Your "yes" is coming.

👉 Want the list of 𝟱𝟬+ 𝗼𝗳𝗳-𝘀𝗲𝗮𝘀𝗼𝗻 𝗶𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 I tracked?

𝗖𝗼𝗺𝗺𝗲𝗻𝘁 "𝗴𝗿𝗶𝗻𝗱" and I’ll DM it to you!

♻️ Repost this to help someone else who is pivoting into tech.

#swe #internship #careerchange #womenintech

<end of post>

1. OVERALL WRITING STYLE & VOICE
1. The Hook: A bold claim, a personal stat, or a relatable struggle (e.g., 'Exactly one year ago, I had 0 internship offers').
2. STRUCTURAL FLOW & LOGICAL PROGRESSION

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