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With Nielsen, we're integrating these capabilities directly into the Roku OS, enabling Roku's channel publishers and advertisers to measure and transact on the industry's leading metrics".
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In An Inquiry into the Nature and Causes of the Wealth of States, my co-authors and I dig deep into quantitative data that factors in a variety of leading economic metrics, including tax policy, population migration, employment, and output from all 50 states.
Mark Cuban is known for an outspoken and direct approach, where Jeff Bezos is famous for leading through metrics and measurability.
Measurements of effectiveness usually involve the degree to which a task has been successfully completed, leading to metrics such as accuracy, recall and completeness.
PlayPump's downfall lay in its failure to measure by those metrics, leading them to run headfirst toward catastrophe.
Focus on three to five leading value-based metrics, such as time to market for new product launches, employee turnover, customer retention, and timely opening of new stores.
Facebook's ad measurement has been under the spotlight recently due to multiple admissions that it was misreporting metrics, leading to calls for more third-party verification.
According to the Boulder Daily Camera, they found that players with high width-to-height ratios scored higher in all these metrics, leading the researchers to believe that players with wider faces played more aggressively and at higher levels than their slender-faced counterparts.
Only in the case of absolute dense volume did the inclusion of BMI lead to an attenuated, though still statistically significant, association with breast cancer, likely due to the positive correlation (ρ = 0.42) between the two metrics leading to an overestimation bias.
Other companies have similarly recognized that traditional metrics were leading them astray.
To prevent this, managers need to focus on fewer metrics – ideally, leading indicators which allow reps to adjust their behavior on the fly and improve future outcomes.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com