3. 数据概论
Secondary |
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+ $↓ + time↓ + effort↓ |
- unknown accuray - ill fitting for the problem - outdated? - control↓ |
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Internal |
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External
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Published data (Electronic/Printed) |
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Standardized sources (syndicated sources) |
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Internet |
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Primary |
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Non-experimental |
Qualitative |
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Quantitative |
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Experimental |
Field |
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Laboratory |
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Secondary
Standardized Sources
-Motivation
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Pipeline effect in distribution channels: difficult for manufacturers to monitor sales because of retailer's behavior
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Unknown competitor actions
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Unknown store behavior (i.e. promotion)
-Store Audits
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Sales=Beg Inv + Net Purchase from manufacturers or wholesalers - End Inv
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i.e. Nielsen retail index
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- Who? Freq? Brand switching? Repeat purchase?
-Consumer Purchase Panels
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Home audit: Net purchase = End Inv + Consumption - Beg Inv
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NPD - Complete Kitchen Audit
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Mail diary
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i.e. National Purchase Diary Panel (NPD), National Famliy Opinion (NFO)
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+ can provide info on personal level (上面店铺审计不能提供的信息)
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- selection bias(对incentive敏感的人才参加), mortality effect(move, illness, refusal), testing effects(discard 1st month records)
-Scanner Data
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stated CB (survey) -> actual CB
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Retail level
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i.e. ScanTrack Services (AC Nielsen), InfoScan (IRI)
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-Who? Freq? Brand switching? Repeat purchase?
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Household level——Scanner Panel
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i.e. Homesacan - AC Nielsen's Consumer Panel, InfoScan's Combined Outlet Consumer Panel (IRI)
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-Single-source Systems
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data fusion 数据融合
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scanner data+panel+TV measurement
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->buyer behavior+demographics+ promotional message exposure
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->causal relationships between sales and promotions
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in self-contained communities with their own newspaper and cable TV, and are roughly representative of the demographics of the country
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experiment-like setting, control of
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ad. exposure in TV, newspapers
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couponing
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buyer behavior
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+ exclusive pre-test records, immediate results, A/B test, control settings
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i.e. Behavior Scan (IRI), World Wide Consumer Panel Services (AC Nielsen)
-Media-related Standardized Sources
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TV: Nielsen TV index(NTI)
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Radio: Arbitron Diary Panel
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Print: RoperASW's Starch Readership Service
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Multiple Media: Simmons Study of Media and Markets
Primary
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Communication -> stated preference (versatility, speed, cost↓)
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Observation -> revealed preference (objectivity, accuracy)
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degree of structure↑ —> simple admin, simple analysis
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degree of disguise ↑ —> difficult interpretation