Charting Your Career Growth
Chengyin Eng
Senior Data Science Consultant, Databricks
Women in Data Science, Chicago 2022
Personal Brand
Priority Developmental Areas
01
02
AGENDA
Construct your own mission statement
Identify priorities and set improvement goals
No goal = Efforts are beautiful, but scatter everywhere
Focused goal = Efforts fulfill a specific purpose
Personal Brand
Introspection + Outward Projection
KNOW YOUR VISION
VISION
I want to be a leader in the Data + AI space.
Construct your mission statement
Personal mission statement �= �Personal constitution
Construct your mission statement
Each of us has a center.
PRINCIPLES
Reference: 7 habits of highly effective people
Questions to Ask Yourself
Vision + mission = personal brand
VISION
MISSION
I never compromise with honesty. I welcome different perspectives, etc.
I want to be a leader in the Data + AI space.
A more technical example
VISION
MISSION
I learn one DL area and implement one method from scratch every quarter. I seek feedback from others.
I want to be a leader in deep learning.
How to identify priorities and set improvement goals
Use 2x2 matrix
Example on everyday tasks:
| URGENT | NOT URGENT |
IMPORTANT | Submit tax return form | Organize my closet |
NOT IMPORTANT | Answering a call from someone | Finish the Netflix series |
Focus on Quadrants 1 and 2
Goal: I want to be an NLP expert.
| URGENT | NOT URGENT |
IMPORTANT | - Count- vs prediction-based - Transformer architectures | Improve stakeholder relationships�(LONG TERM) |
NOT IMPORTANT | Reply to emails | Computer Vision Reinforcement Learning (ELIMINATE) |
Q1
Q2
Q3
Q4
Ideal focus quadrant: long-term goals
Results of focusing on each quadrant:
| URGENT | NOT URGENT |
IMPORTANT | Stress, burnout, always putting out fires | Vision, perspective, balance, control �(LONG TERM / SHOULD DO) |
NOT IMPORTANT | Short-term focus, out of control, crisis management | Stagnant |
Q1
Q2
Q3
Q4
Use 2x2 matrix for soft skills as well
Goal: I want to be seen as a leader.
| URGENT | NOT URGENT |
IMPORTANT | Check: Do I project confidence when I speak? (MUST DO) | My speech should be engaging (SHOULD DO) |
NOT IMPORTANT | Provide resources (COULD DO) | Incorporate humor (SHOULDN’T DO) |
Now that you have goals,
how to track them and accomplish them successfully?
How to track technical goals
How to track non-technical goals
Encouragement
Run your own race.
“The point is not to pay back kindness but to pass it on.”
Writer, Poet
Take-home exercise
Take actions*
*Refer to the Appendix slides for more guidance and resources.
Slides are available at:
LinkedIn: https://www.linkedin.com/in/cyeng/
Website: https://www.chengyineng.com/
Reference
Recommended books
** Some tips in this presentation are referenced from these two books
Appendix
A more technical example
VISION
MISSION
I learn one DL area and implement one method from scratch every quarter. I seek feedback from others.
I want to be a leader in deep learning.
How to know what’s important + urgent?
Ask
Observe
Individual Contributor
-> Leader
How to be a leader you admire?
Put yourself out there
Increase your circle of influence
Before you speak
Seek commonalities
Read the room