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Marketing Attribution of Pipeline and why it matters
Attributing pipeline help us calculate the ROI of budget used and how much budget that team should get in the future.

William Lum
May 31, 20223 min read
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How team building in video games helps you be a better manager.
If your team were game characters, what class would they be? Understand the needs of each class to help them reach their full potential.

William Lum
Mar 31, 20225 min read
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9 Different Data Type you need to Supercharge Marketing
We use a lot of data in marketing, and it can supercharge all that you do when used appropriately. Here is a framework of 9 types of data.

William Lum
Feb 27, 202210 min read
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Earn your place in your user's inbox - 4 types of email communications
To foster good will and trust your business should add additional rules on email communications to earn a spot in the recipient's inbox.

William Lum
Jan 30, 20227 min read
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The Year in Marketing Operations and MarketingOptimized: 2021 Retrospective
As 2021 fades into memory and we greet 2022, we can take stock of test outcomes, ourselves, and what we want to try and accomplish in 2022.

William Lum
Jan 6, 20225 min read
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How to translate business goals to effective Marketing targets
Converting business goals to marketing targets needs some modeling to be detailed enough to identify course corrections during each quarter.

William Lum
Dec 31, 202110 min read
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How a framework for business planning can help you achieve strategic goals
Setting goals for marketing needs some modeling to be robust and detailed enough to identify course corrections during each quarter.

William Lum
Dec 28, 20215 min read
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Thankful to all the wonderful leaders I've learned so much from
I've had the good fortune of learning from a number of excellent leaders. Incorporating their approaches into my personal management style.

William Lum
Nov 26, 20214 min read
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CDP Maturity Curve - How to evolve your Customer Data Platform
It's better to evolve you CDP rather than go right to the ultimate form. There are learnings and validations along the way.

William Lum
Oct 29, 20215 min read
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