Global Data Office - Head of EY.ai Simulation Labs

Spearhead strategic development and market positioning of Tax AI - driving its adoption and success through innovation, education, and community.

Global Tax AI Labs - Strategy Lead, Simulations & Synthetic Data

CDP provides a platform where professionals can develop technical skills, ideate on ways to improve internal and client work processes, and build re-usable tools for anyone in the firm.

From cultivating an innovative mindset within the community to leading product development and market reach, the vision is to share the tools to automate repetitive work and have professionals focus on more purposeful, needle moving work.

Americas Innovation - Crowdsourcing Development Platform (CDP) Product Manager

Research and build innovative, robust, and flexible financial analysis and modeling solutions to provide insight into client decisions for strategic planning, investment valuation, financial forecasting, and M&A transactions.

Decision, Modeling & Analytics Senior Manager

The Real Estate Tax technical liaison with the Tax Technology and Transformation team on the development of the "next-generation" technology for the partnership/fund tax compliance process.

Led the way for the automation and redesign of numerous tax workpapers and processes for partnerships and corporations for multiple engagement teams.

Selected as the Senior Manager Sponsor for EY's counseling family -- providing emotional and work support, facilitating coaching and career development discussions, and organizing events for team bonding.

Real Estate Tax Senior Manager

Oversaw tax compliance and advisory engagements for both domestic and international real estate firms. 

Experience with federal, state and international tax issues, including year-end K-1 reporting, quarterly estimates/withholding, REIT compliance, REIT due diligence, and transactional planning in complex partnership structures.

Real Estate Tax Manager

Deloitte

Advised Fortune 500 companies worldwide regarding tax opportunities on inbound and outbound operations. 

Designed, collaborated, and reviewed various tailored tax models using large data sets to quantify and measure the impact of tax planning strategies on clients' tax profile. Modeling support ranged from complex tax attribute projects to M&A and global restructuring transactions.

International Tax - Quantitative Consulting Services Manager

Managed the development of the Integrated International Tax Reform Model to help companies quantify the potential impact of various tax reform provisions and its interplay, including transition tax, global intangible low-taxed income, foreign derived intangible income, base erosion and anti-abuse tax, and interest expense limitation. 

Developed a Global Funds Model focused on global real estate and infrastructure funds to help assess fund structuring alternatives, tax reform planning considerations (e.g., impact of 163(j), 100% expensing), and other tax structuring considerations (e.g., internal leverage, withholding leakage, exit considerations, etc.)

International Tax - Quantitative Consulting Services Senior

Manage and led staff on year end compliance process, which involves review of tax basis balance sheets and capital accounts, partner allocations in accordance with 704(b) regulations, review of partnership agreements for allocations, and Schedule K-1 reporting.

Selected by Directors and Partners to participate in various committees: (1) Quality and Risk Management Committee, (2) Campus Recruiting, (3) Google Guide and (4) Market Tax Technology Team.

Real Estate Senior Associate

Prepared and reviewed federal, international, state and local, partnership and corporate tax returns for clients in the Real Estate industry. She took the initiative to streamline repetitive, manual processes via automation using technologies such as Visual Basic and JavaScript.

Real Estate Tax Associate

Ernst & Young

National Tax Technology Group

Real Estate Tax Intern

Goldman Sachs

Federal Tax Intern

Empire State Development

Accounts Payable Intern

Macy's

Human Resource Staffing Intern

I Help Corporate Professionals Gain Career Clarity & Fulfillment | Founder @Amplify Your Home | Global AI Tax Copilot Strategist @EY

Don't be fooled by my appearance. Quiet, Asian, tiny girl.

In the last decade, I've...

Successfully navigated the corporate giants: Goldman Sachs, PwC, Deloitte and EY.

Built communities, tax and financial models, and automations. (Excel wizard here)

Empowered employees to own their damn careers,

Challenge their norms to do something special.

That's when Problems become Opportunities,

Strategies into Actions.

You are not Alone.

Ready to redefine your career? Let's make it happen.

Mary Fung

Everyone’s racing to adopt AI.
No one’s stopping to ask what it’s supposed to mean.

The irony?
AI won’t save broken systems. It’ll just expose them faster.

The question isn’t “How fast can we adopt AI?”
It’s “What problem is worth automating in the first place?”

Own Your Damn Career | Founder @Amplify Your Home | Head of Synthetic Data & Simulations @EY

Here’s what employees actually hear when you say “AI transformation”:

“Do more with less” → Your role is shrinking.
“Automate the boring work” → We never valued that work to begin with.
“Upskill” → Figure it out yourself or you’re gone.

You might mean innovation.
They hear elimination.

That’s the real disconnect slowing enterprise AI rollouts.

Not the tools.
Not the tech.
Not the budget.

It’s fear. It’s mistrust.

It’s silence in meetings where everyone nods but no one says what they’re really thinking:

“Will I still matter when this goes live?”

I keep banging the drum on this one.
Business folks are just as - if not more - important than data scientists in AI.

Because it doesn’t matter how good your model is
if no one in the room actually knows what “good” looks like.

Most orgs don’t have an AI problem.
They have a domain judgment problem.

The people who actually know their craft - the ones who can look at a model’s output and say “that’s wrong” without a dashboard -
are the ones who’ll make AI useful.

You don’t need more data scientists.
You need more people who know what they’re doing.

AI isn’t taking people’s jobs. It’s deleting the entry point.

A Harvard study found that when companies start using AI, they don’t usually fire people -
they just stop hiring beginners.

So the seniors stay.
But no one new comes in.

That might sound smart in the short term,
but it’s a slow disaster - because those “junior” roles were how people learned the craft.

If no one learns the basics,
who becomes the next expert?

AI didn’t remove opportunity.
It removed training disguised as busywork.

Now companies have to build real ways for people to learn...
or they’ll run out of people who actually know what they’re doing.

This is the shift no one wants to admit:

Automation isn’t killing careers.
It’s killing bureaucracy.

The people who’ll thrive aren’t the ones defending old roles.

They are the ones rebuilding new ones around intelligence, not repetition.

The question isn’t “Will AI replace us?”

It’s “Are we doing work that deserves to survive?”

Every company has both:

People who follow processes.
And people who question, rework, rebuild.

Before AI, that difference was subtle.
Now it's blindingly obvious.

Because AI gives leverage.
But only to those who know how to use it.

So the gap grows.

The followers wait for instructions.
The builders get 10x output, quietly and consistently.

This isn't about who's smarter.
It's about who's playing offense with new tools.

Ask better questions.
Builder sharper scaffolding.
And use AI to do your thinking, not replace it.


https://lnkd.in/eb-ycK-e

Woohoo, I made it in the hype video

Life goal accomplished!

It's almost time for #MSIgnite!  Will you be joining us on the show floor or in the #EYFrontierZone where you can dive into proven AI strategies, learn more about the #TaxDepartmentoftheFuture, and hear from #EY and #Microsoft leaders?  Learn more here https://lnkd.in/eRKECYDq 
#EYMicrosoft #AgenticEnterprise #AgenticFrontier #Tax
Colleen Sebra Christopher Aiken Daren Campbell Justin Shafer Ivan Roussev Suzi Russell-Gilford Coskun Cavusoglu Jon Cisler Phillip Mazzie Kristen Matthews, MBA Rory Moore Rebecca Paterson Jessica Maher Dhivya K

If your job is just tasks, you’re not an employee.
You’re a cog.

That’s what Jensen meant when he said:
“Your job has to be more than the task.”

Because the task is the part AI eats first.
The checklist.
The template.
The handoff.
The thing anyone could do with enough time and instructions.

If that’s your identity at work, you won’t survive this wave -
not because you're not smart,
but because the system never asked you to be anything more.

AI exposes that.

It shows you exactly where you’ve been replaceable all along.

The future belongs to the people who stop being the task and start being the reason the task exists.

Everyone’s sharing AI “tips.”
No one’s sharing AI use cases that actually make money.

Because the people who’ve found them don’t have an incentive to share.
If AI can replace 80% of your job, why would you publish the proof?

So what we get instead are demo reels and productivity hacks - not the deep workflows where AI is already transforming value creation.

The irony?
The AI revolution isn’t waiting for new models.
It’s hiding inside the quiet use cases no one will talk about.

AI isn’t being driven by people who need to justify budgets.
It’s being driven by people who think losing this race means irrelevance.

That’s why Big Tech keeps spending while others keep debating.
They’re not chasing profits. They’re chasing permanence.

If you’re still running an ROI analysis while the world rewires itself...
you are already late.

Helping execs in new roles accelerate impact, build credibility fast and avoid costly transition mistakes | xIBM Consulting | xPwC | Certified Executive Coach

You’ve just landed your next big executive role - congratulations!

Now comes the part no one prepares you for: making it successful.

The hard truth is, 40% of executive transitions fail within 18 months.

And the cost is staggering:

2.5x to 30x the executive’s salary in lost productivity, turnover, and disruption.

Career damage for the executive that can take years to recover from.

Maybe it's your first time at the senior leadership table. 
Maybe you've done this before, but this time, the stakes feel higher. 
Different company, industry, department or role.

Either way, you know this first year will define your reputation and your results.

Tell me if this sounds familiar:

You've inherited a team that doesn't fully trust you yet. 
You're navigating company politics, shifting priorities, and sky-high expectations. 
Everyone's watching, but no one's guiding. 
You're smart, experienced, and capable. 
But the pressure to prove yourself is relentless.

This is exactly where I come in.

I help new executives thrive where 40% fail by guiding them through the high-stakes first year.

My coaching is confidential, personalized, and focused on helping you:

✔ Earn trust quickly and secure early credibility
✔ Navigate politics and hidden organizational dynamics
✔ Build and align your leadership team for quick wins
✔ Make high-impact decisions without costly missteps
✔ Lay the foundation for long-term success and legacy

 Why Trust Me?
• 25+ years in Fortune 500 consulting, partnering with senior executives 
• Led $30M+ transformation portfolios and 250+ person practices at IBM 
• Led risk strategy for $100M+ proposals and complex transformations 
• Built and delivered IBM's top global executive coaching programs 
• Certified executive coach with 300+ leaders coached

If you’re ready to accelerate your impact and avoid costly missteps,

let’s make your first year your strongest. 

📩 DM me “Executive Transition” and let’s talk.

Dora Vanourek

If you're not growing in your job, you're shrinking.

But shrinking feels like stability.

Like patience.
Commitment.
Paying your dues.

So you start telling yourself:

'The market's tough right now.' 
'I'm lucky to have a job.' 
'Maybe next year will be different.'

And while you're being 'patient':

Someone with half your experience gets promoted.

Someone who started after you becomes your boss.

The job-hopper is making 40% more.

If your company isn't investing in your growth, 
you're not building a career -
you're maintaining theirs.

They get your best years. 
You get a review that says 'meets expectations.'

Growth isn't just about moving up.

It's about expanding your skills.
Taking on challenges that scare you.
Working with people who believe in you.

Ask yourself:

- When did you last learn something that changed how you work?

- Who's invested in your development this quarter?

- What skills are you building for your next role?

If it's tough to answer these, you're not stable.

You're stuck.

And stuck is just shrinking in slow motion.

The riskiest career move isn't leaving too soon.

It's staying too long.

How will you feel next year if nothing changes?

Your growth doesn't need permission.

♻️ Repost to help your network
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If your workplace makes you smaller to fit in,
it's time to find a bigger room.
When you feel smaller, it's not you - it's the culture. 

Because the wrong environment will turn 
your strengths into insecurities.

Here's what that looks like:

❌ You stop speaking up because your ideas get dismissed

❌ You downplay your wins because celebrating feels unsafe

❌ You dim your expertise to avoid threatening fragile egos

And slowly, you forget what it felt like to be yourself.

The right people don't need you small.

So here's your checklist:

→ Do people celebrate your wins or compete with them?

→ Can you disagree without being labelled "difficult"?

→ Are your strengths treated as assets - or threats?

You're not the problem.
The room is.

And you have two moves:

Change the culture.
Or change the room.

Don't just survive in spaces that shrink you.

Find the people who make you braver, sharper, bigger.

Build with the ones who raise the standard - not lower it.

Because you deserve to thrive, not just survive.

💬 Who's in your corner - making you better?
Tag them. They deserve to know.

♻️ Repost to remind someone their potential isn't negotiable
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The most painful part of growth:

The people closest to you will try to stop it.

And the faster you grow, the more uncomfortable others become.

It's not personal - it's human nature:

- People prefer the version of you they're used to
- Some feel threatened by your progress
- Others try to keep you "safe" in your comfort zone

Here are 5 powerful ways to protect your growth:

1. Audit Your Circle 👥 
↳ Who celebrates your wins vs. who diminishes them?
↳ Distance isn't betrayal, it's boundaries

2. Stop Explaining Yourself 🤐 
↳ You don't owe anyone a justification for growth
↳ Let your results do the talking

3. Track Your Progress 📈
↳ Screenshot encouraging feedback and messages
↳ Celebrate small victories, they compound into big changes

4. Find Your Growth Squad 🔗
↳ Seek people 2-3 steps ahead of you 
↳ Invest in mentors who've walked your path

5. Trust Yourself 💪
↳ Your intuition knows before your mind does
↳ Bet on yourself when no one else will

The people who truly belong in your life will celebrate your growth. 

Don't shrink yourself to make others comfortable.

♻️ Repost to help your network
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A year ago, I left my 25+ years tech consulting career.

To build something of my own.

My friends couldn't understand why I'd leave stability.

Others questioned if it was "too late" to start over.

A few called it a midlife crisis.

But then I found my new people.

Entrepreneurs who'd walked away from golden handcuffs.

Creators building empires from their expertise.

Leaders who measured success differently.

Their ambition didn't make me feel behind.

It showed me what was possible.

When you change your path, you need people who've already taken the leap.

5 ways to upgrade your circle:

1. Audit your conversations - are you talking about problems or possibilities?

2. Join spaces where your future self would hang out, not where you currently are.

3. Share your bold goals openly - ambitious people are drawn to other dreamers.

4. Ask "What are you building?" instead of "How's work?"

5. Give yourself permission to outgrow relationships that hold you to your old life.

Your old circle will keep you comfortable.

Your new circle will keep you growing.

Evolve your circle.
Choose growth.

♻️ Repost to remind someone to find their circle
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Fear-driven leadership works fast.

But the damage works faster.

Too many leaders obsess over hitting this quarter's numbers.

Meanwhile, their best people are quietly updating their resumes.

When people are afraid, they choose:

- safety over success
- silence over solutions
- survival over growth

What to avoid as a leader:

❌ Threatening job security
↳ "Many people would love to have your role."

❌ Using subtle threats
↳ "We need to talk about your career here."

❌ Manufacturing fake urgency
↳ "This needs to be done by EOD" (when it doesn't)

❌ Keeping people guessing
↳ Unclear expectations, moving goalposts

❌ Weaponizing performance reviews
↳ Don't treat reviews as threats

What to do as a leader:

✅ Recognize and appreciate often
↳ Ensure your employees feel valued

✅ Invest in their growth
↳ Create clear paths for career advancement

✅ Share the bigger picture
↳ Help them see how their work creates meaningful impact

✅ Give your team ownership
↳ Trust them to make decisions and take risks

✅ Stand behind your team
↳ Protect them from politics and have their backs

Fear might get you compliance today.

But trust gets you people who care.

♻️ Repost to inspire people-first leadership
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I'm turning 50 this week 🎂
Grew up in communist Czechoslovakia
where entrepreneurship was illegal.

Success meant getting a job at a prestigious company.

And staying there until retirement.

So that's what I did.

At 48, I looked at my life and realized:

I'd followed every rule.
Done everything "right."
And I still felt trapped.

So I built my escape route.

One LinkedIn post at a time.

A year later, at 49, I left.

Now I have freedom and flexibility I didn't know was possible.

But when I started writing,
my biggest challenge was coming up with ideas.

Staring at a blank screen every day:

- What do I even talk about?
- Will anyone care?
- How do I stay consistent without burning out?

This is why Stanley (Your Content Coach) matters so much to me.

It's the tool I wish I'd had earlier.

It helps me: 

- Give me honest feedback when I need it
- Flag when my audience is tired of a topic
- Turn one coaching session into 4 different posts

My posts created with Stanley outperform my others by 35-40%.

No matter how stuck you feel.

No matter your age.

No matter what you were taught about "safety" and "success."

You can move forward.

It’s never too late.

If you're building your escape route,
try Stanley for free today: https://lnkd.in/g9nvAJzJ

#stanleypartner

Most resignations start the same way.

With a manager who never notices.

People check out long before they officially leave.

Their disengagement builds slowly - one overlooked issue at a time.

High performers notice everything.

They see who contributes and who coasts.

When you tolerate mediocrity, you're telling your best people their standards don't matter.

They deserve better.

And so do you as a leader.

Great leaders do these 5 things differently:

1. Set the bar clearly
→ Define what success looks like - no guessing
→ Write the rules so no one's confused

2. Address issues early
→ Small problems turn big when ignored
→ Have tough conversations before things escalate

3. Be present, not just available
→ Prioritize 1:1s so people know they matter
→ Truly listen, and catch problems early

4. Do what you say, every time
→ Keep every promise. No exceptions
→ Show visible progress to build trust

5. Celebrate what matters
→ Recognize the behaviours you want more of
→ Skip "good job" - say exactly what worked

What you tolerate becomes your culture.

Make sure it's one your top performers want to stay in.

♻️ Repost to help your network
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A harsh truth we often learn too late:
At work, you're replaceable.
At home, you're everything.

We chase success and tell ourselves it's all for the family.

Until one day, we look up and realize:

- Your work got the best of you
- You missed important moments
- The people you love got the leftovers

Here's how to change that story:

1. Make family time sacred
↳ Schedule it first, protect it fiercely

2. Set boundaries that actually work
↳ That email can wait. Dinner with family can't

3. Challenge every "urgent" task
↳ Most things can wait until tomorrow

4. Say No to what drains or distracts you
↳ Your energy is limited - protect it

5. Break the "always on" myth
↳ Constant availability isn't loyalty - it's a trap

6. Define what success means to you
↳ No bonus replaces missed moments

7. Trust your team
↳ Empower others to step in when you step away

8. Stop postponing joy
↳ "Someday" is a dangerous word

Success feels empty if you lose yourself getting there.

Protect what can't be replaced.

♻️ Repost to remind someone
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Hard work doesn’t burn people out.

Poor leadership does.

The solution isn't meditation apps or productivity hacks.

It's fixing the leadership habits destroying your people:

1. Micromanaging:
↳ Constant oversight drains energy and destroys trust

2. Constant urgency:
↳ Making everything urgent creates chronic stress

3. Lack of appreciation:
↳ Hard work without rewards is a top reason for burnout

4. Not respecting work-life balance:
↳ Always-on culture leads to always-burned-out teams

5. Ineffective communication:
↳ Unclear direction creates confusion and decision paralysis

6. Not providing support:
↳ Setting people up to fail, then wondering why

7. Ignoring feedback:
↳ Not being heard destroys trust and makes people feel powerless

8. Information hoarding:
↳ Operating in the dark causes constant stress and preventable mistakes

9. Impulsive decision making:
↳ Constant pivots exhaust everyone

10. Tolerating toxic team members:
↳ One bad apple really does spoil the bunch

Your team doesn't need more yoga sessions or mental health apps.

They need leaders who make them feel valued, supported, and heard.

Lead with empathy, not just with metrics.

♻️ Repost to promote healthier cultures
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McKinsey: 89% of leaders miss critical warning signs

76% learn too late; 34% never learn at all.

Incredible carousel from my friend Malay Matalia 🔥
Check him out for more insights like this.

Harvard found:
- Great leaders catch these signs early
- The average ones learn from exits
- The poor ones never learn at all

11 wake-up calls leaders need to hear today:

1. When bad news stops flowing:
→ You haven't built trust
→ You've built fear

2. When the calendar is full but the impact is minimal:
→ You're managing time
→ Not driving results

3. When you blame the team but claim wins as yours:
→ You're not leading
→ You're just taking credit

4. When you're the smartest in meetings:
→ You're hiring for comfort
→ Not for growth

5. When decisions only flow down:
→ You've created soldiers
→ Not future leaders

6. When resumes are getting updated:
→ Your open-door policy
→ Was just empty words

7. When challenges stop coming:
→ Your team has already given up
→ You don't listen anyway

8. When celebrations are louder without you:
→ You're limiting your team
→ Not the catalyst

9. When you speak more than listen:
→ You're leading by power
→ Not valuing your team's insights

10. When no one outgrows their role:
→ You're creating ceilings
→ Not empowering your team

11. When being right matters most:
→ You've stopped leading
→ You've stopped growing

Remember:
Listen to what your team is saying.
And what they aren't saying.
Their silence speaks volumes.

What other wake-up calls would you add?

♻️ Repost to help someone
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11 Wake-Up Calls All Leaders Need to Hear

If you're not willing to fight for your team,
you don't belong in management.

I'll never forget watching my manager 
in a senior leadership meeting:

"You're asking my team to do 3 top priorities. 
Pick one.
Or give me more people."

The room went silent.

Then they picked one.

That's when I learned:

Real leaders don't just manage work - they protect people.

10 ways great leaders protect their teams:

1. Block Burnout Triggers
↳ Kill the root causes before exhaustion turns into resignation letters

2. Stop the Fake Urgencies
↳ Everything can't be urgent. Push back on manufactured crises

3. Eliminate Useless Work
↳ Cut low-value tasks such as creating reports that nobody reads

4. Push Back on Deadlines
↳ Negotiate realistic timelines. Say no to deadlines that require overtime

5. Require Priority Trade-offs
↳ Ask stakeholders to remove something else before adding new work

6. Cut Through Bureaucracy
↳ Push back on unnecessary approvals and processes that slow down your team

7. Protect Deep Work
↳ Create distraction-free times and keep "quick requests" from destroying focus time

8. Defend Their Reputation
↳ CC their wins to skip-levels. Stand up for them when they're not in the room

9. Shield from Office Politics
↳ Handle the organizational drama so your team can focus on real work

10. Limit Meeting Madness
↳ Prevent endless meetings that destroy productivity and focus

Your team doesn't need another manager.

They need a leader who truly has their back.

Be that leader.

PS: What's one thing you wish more leaders did for their teams?

♻️ Repost to help your network
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89% of careers don't fail because of technical gaps.

They fail because of poor soft skills.

An incredible carousel from my friend Malay Matalia 🔥
(Give him a follow)

Your career grows as fast as your human skills do.

9 powerful skills most people never truly learn:

1️⃣ The SHR Method
→ Makes people feel truly valued
→ Creates instant connections
→ Builds lasting relationships

2️⃣ Body Language Mastery
→ Only 7% is what you say
→ 38% is your tone
→ 55% is how you move

3️⃣ The 4-Bullet Update
→ Clear communication
→ No confusion
→ Maximum impact

4️⃣ Speaking Excellence
→ Record yourself
→ Review your patterns
→ Refine your delivery

5️⃣ Strategic Questions
→ Build deeper connections
→ Create genuine interest
→ Foster real relationships

6️⃣ Friday Highlights
→ Build team trust
→ Increase visibility
→ Drive accountability

7️⃣ Emotional Intelligence
→ Stay above drama
→ Build respect
→ Maintain professionalism

8️⃣ Name Mastery
→ Show genuine care
→ Create lasting impressions
→ Deepen connections

9️⃣ Continuous Learning
→ 30 minutes daily
→ Compound your knowledge
→ Accelerate your growth

You deserve to thrive, not just survive.

Build the soft skills that get you there.

What's your most valuable soft skill?
Share below ⬇️

♻️ Repost to help your network
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9 Soft Skills to Accelerate Your Career

Being smart isn't always an advantage.

It'll keep you stuck if you fall into these traps.

You work twice as hard.

You know you're capable of more.

But others still seem to get ahead.

It's not a lack of talent.

It's these traps holding you back:

1. The Overthinking Trap 🌀
↳ You spend months researching instead of taking action
↳ Avoid analysis paralysis with the 24-hour decision rule

2. The Comfort Zone Trap 🏝️
↳ Being the top performer in a small pond limits your growth
↳ Commit to one project that scares you every quarter

3. The Knowledge Hoarding Trap 📚
↳ Your bookshelf grows while your results stay the same
↳ Match every hour of learning with action

4. The Solo Player Trap 🧑‍🚀
↳ You avoid asking for help, seeing it as a weakness
↳ Find mentors who've already achieved what you want

5. The Intelligent Excuses Trap 🦊
↳ You use smart logic to justify staying average
↳ The real danger isn't failing - it's staying the same

6. The Multi-Potential Trap 🎭
↳ You have many talents but never commit to any
↳ Choose 1 focus for 90 days and say no to everything else

7. The Perfectionism Trap 🎯
↳ Your high standards become an excuse to never start
↳ Lower the bar and avoid endless revisions

Don't let these patterns keep you stuck.

You already have what it takes.

♻ Repost to help your network
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The Battle

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