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Questions and Answers
What do the four Ps of marketing represent?
What do the four Ps of marketing represent?
What was the title of Neil Borden's 1964 article?
What was the title of Neil Borden's 1964 article?
Who popularized the idea of the marketing mix?
Who popularized the idea of the marketing mix?
What is the primary purpose of the four Ps?
What is the primary purpose of the four Ps?
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What are the four Ps of marketing?
What are the four Ps of marketing?
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When were the four Ps of marketing first introduced?
When were the four Ps of marketing first introduced?
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What are the additional Ps that have been added to the marketing mix?
What are the additional Ps that have been added to the marketing mix?
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What is the purpose of the marketing mix?
What is the purpose of the marketing mix?
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What is the primary goal of normalization in data preprocessing?
What is the primary goal of normalization in data preprocessing?
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What is the formula for Min-max Scaling?
What is the formula for Min-max Scaling?
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What is a disadvantage of Min-max Scaling?
What is a disadvantage of Min-max Scaling?
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What is the primary advantage of Z-score Normalization?
What is the primary advantage of Z-score Normalization?
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What is the formula for Z-score Normalization?
What is the formula for Z-score Normalization?
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What is a disadvantage of Z-score Normalization?
What is a disadvantage of Z-score Normalization?
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What is the primary difference between Min-max Scaling and Z-score Normalization?
What is the primary difference between Min-max Scaling and Z-score Normalization?
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Study Notes
The 4 Ps of Marketing
- The 4 Ps refer to the marketing mix, consisting of four key elements: product, price, place, and promotion.
- These elements are essential in introducing a product or service to the public.
- The 4 Ps provide a framework for companies to successfully market a product or service to consumers.
History of the 4 Ps
- The concept of the 4 Ps was introduced in the 1950s.
- Neil Borden, an advertising professor at Harvard, popularized the idea of the marketing mix in the 1950s.
- Borden's 1964 article "The Concept of the Marketing Mix" demonstrated the use of advertising tactics to engage consumers.
Expanded 4 Ps
- Over time, additional Ps have been identified: people, process, and physical evidence.
- These additional Ps have evolved as the marketing industry has grown and changed.
Normalization
- A technique used to transform data into a common scale to prevent features with large ranges from dominating the model.
Min-max Scaling (Rescaling)
- Rescales the data to a common range, usually between 0 and 1.
- Formula:
X' = (X - Xmin) / (Xmax - Xmin)
. - Easy to implement.
- Preserves the shape of the original distribution.
- Sensitive to outliers.
- Does not reduce the effect of outliers.
Z-score Normalization (Standardization)
- Subtract the mean and divide by the standard deviation for each feature.
- Formula:
X' = (X - μ) / σ
. - Reduces the effect of outliers.
- Allows for comparison of features with different units.
- Computationally expensive for large datasets.
- May not be suitable for datasets with non-normal distributions.
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Description
Learn about the fundamental elements of the marketing mix, including product, price, place, and promotion. This quiz covers the core concepts of successful marketing.