| Characteristic | Wholesale | Retail | E-commerce | Omni-channel* | Micro-fulfillment customer pick-up* | Micro-fulfillment-deliver to customer* | Other |
|---|---|---|---|---|---|---|---|
| - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - |
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Source
Sources
Release date
November 2021
More information
Region
United States
Survey time period
2015 to 2021
Number of respondents
122 respondents
Special properties
professionals in logistics and warehouse operations management across multiple industries.
Supplementary notes
* Not asked in prior years
Method of survey not stated by the source.
Values prior to 2018 were taken from previous editions.
2015 and 2016 baselines not provided by the source.
2017 baseline: 300 respondents
2018 baseline: 138 respondents
2019 baseline: 146 respondents
2020 baseline: 122 respondents
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