Umsatzflash 20.02.2015 GS1 Germany

Transcription

Umsatzflash 20.02.2015 GS1 Germany
Stufe I. –
Bedeutung der Datenqualität
Marcus Moritz, GS1 Germany, 4. Juli 2016
Datenqualität in der Praxis
Marcus Moritz | Stammdaten | GS1 Germany | 2
Sensibilisierung für DQM
• „Datenqualität herzustellen und beizubehalten wurde häufig versucht, es bringt aber
nichts und kostet nur Geld“
• „Jeder glaubt, dass Datenqualität wichtig ist, aber keiner fühlt sich dafür verantwortlich“
• „Mit der Datenqualität verhält es sich ähnlich wir mit der Frage, ob Verbraucher fair
produzierte Produkte kaufen würden. Jeder bejaht diese Frage und trifft letztendlich die
Kaufentscheidung doch über den Preis.“
• „Kein Mensch interessiert sich für die Fülle an Angaben, beim Onlinekauf von
Lebensmitteln“
• „Datenqualität ist keine Managementaufgabe! Wir haben dazu ein PIM eingeführt!“
Marcus Moritz | Stammdaten | GS1 Germany | 3
Aspekte der Datenqualität
Wie ist die
Struktur der
Zeichen
Wie ist die
Bedeutung der
Zeichen
Das
semiotische
Dreieck
der Datenqualität
Wissen - Pragmatik
Wie ist die
Verwendung
der Zeichen
Marcus Moritz | Stammdaten | GS1 Germany | 4
Herausforderung im Datenmanagement
Marcus Moritz | Stammdaten | GS1 Germany | 5
Explosion der Attribute:
Stammdaten B2B, Supply Chain
Base Unit of Measure
Material #
Container Content
Shipping Start Date
Brand Owner
Item Description 1
Unit UOM
Merchandise Width
Merchandise Height
UPC Description
Prod Hierarchy
Discontinue Date
Merchandise Unit
Model Number
Conveyable
Max Order Qty
Weight Unit
Gross Weight UOM
Production Start Date
Lead Time
Return Goods Policy
Brand Group
Container Type
Fineline
Item Identifier
Package Marked Returnable
Item Type
Net Content 5 UOM
BarCode Type
Cancel Date
Direct Consumer Delivery
Depth
Volume UOM
Order Qty Multiple
Height UOM
Chemical Indicator
Ordering Unit
Primary Delivery Method
Selling UOM
RFID Tagged
Net Content
Min Order Qty
MFG GLN 5
Package Name 2
Supplier Pack Cost
Sub-Department
Material Group
Height
Hi
Deposit UPC
Gross Weight
Short Product Description
Net Weight
Business Unit
Product Size
Shipping Unit
Hazmat Classification
Target Market
Language Code
Net Weight UOM
Product Percent Juice
Merchandise Length
Merchandise Weight
Brand
Is Security Tag Present
Sub-Brand
Flavor
Unit Size
Platform
Nutritional
Trade
Item
Recall Ind
Style
Packaging Material Code
Multi-Pack Indicator
Net Content 5
Package Type
Department
Recyclable Package
CPSC Regulated Indicator
Supplier Number
Graphics Specialty Base
Coupon Family Code
GTIN
Vending
Sub-Type
Country of Origin
Ordering UOM
Net Content 1 UOM
National Account Package Code
Deposit Currency
Large Product Description
Cluster Material
Base Unit UOM
GPC
Supplier Stock Number
Information Provider
Segregation Code
Lowest Level
Container Specialty
Tare Weight
Valid From
Package Name 1
Depth UOM
Consumer Unit
Item Scannable
Product Sub-Group
Width
Base Unit
Product Classification
Registration Status
Invoice Item
Product Type
Spec Weight
Trademark Family
Variable Weight
Secondary Information Provider
Deposit Code
Private Label Indicator
Information Private
Aerosol Indicator
Deposit Amount
SAP Description
Packaging Type
Pallet Stack Height
Barcode Derivable
Health Category
Width UOM
Deposit Text
MFG Code
Register with DataPool
Special Order Available
Pesticide Indicator
Volume
Base Unit Retail
Marcus Moritz | Stammdaten | GS1 Germany | 6
Explosion der Attribute, zusätzlich:
gesetzliche Vorgaben
Base Unit of Measure
Material #
Container Content
Merchandise Width
Monounsaturated Fat Measurement Precision
UPC Description
Prod Hierarchy
Merchandise Weight
Fish – Allergen Specification Name
Max Order Qty
Fineline
Monounsaturated Fat % RDI
GTIN
Invoice Item
Sub-Department
Material Group
Net Content 5 UOM
BarCode Type
Cancel Date
Volume UOM
Order Qty Multiple
Chemical Indicator
RFID Tagged
Primary Delivery Method
Selling UOM
Packaging Material Code
Eggs – Allergen Specification Name
Department
Recyclable Package
Graphics Specialty Base
Net Content 5
Product Type
Width
Base Unit
Depth UOM
Large Product Description
Consumer Unit
Crustacean – Level of Containment
Base Unit UOM
Supplier Stock Number
Information Provider
Regulated Product Name Tare Weight
Vitamin K % RDI
Secondary Information Provider
Net Content 1 UOM
Sesame – Allergen Specification Agency
Segregation Code
Variable Weight
Information Private
Aerosol Indicator
Barcode Derivable
Preparation Type
Lowest Level
Health Category
Deposit Amount
SAP Description
Width UOM
Packaging Type
Serving Size
Deposit Text
Pallet Stack Height
MFG Code
Vitamin D
Package Type
Cluster Material
GPC
Valid From
Ordering UOM
Height UOM
Ordering Unit
Allergenes
Product Classification
Item Scannable
National Account Package Code
Deposit Currency
Short Product Description
Net Content
Sub-Type
Product Sub-Group
Ingredient Country of Origin 3
Package Name 1
MFG GLN 5
Depth
Height
Hi
Registration Status
Country of Origin
Brand Group
Coupon Family Code
Vending
Gross Weight
Nutritions
Multi-Pack Indicator
Min Order Qty
Seasame – Allergen Specification Name
Spec Weight
Supplier Number
Total Fat Qty Contained
CPSC Regulated Indicator
Deposit UPC
Lead Time
Package Name 2
Item Type
Vitamin A % RDI
Supplier Pack Cost
Direct Consumer Delivery
Vitamin C % RDI
Hazmat Classification
Return Goods Policy
Net Weight
Ingredients
Package Marked Returnable
Product Percent Juice
Shipping Unit
Saturated Fat Qty Contained
Crustacean – Allergen Specification Agency
Container Type
Business Unit
Product Size
Item Identifier
Brand
Is Security Tag Present
Sub-Brand
Flavor
Unit Size
Platform
Nutritional
Trade
Item
Recall Ind
Style
Target Market
Language Code
Net Weight UOM
Merchandise Height
Merchandise Length
Protein % RDI
Discontinue Date
Merchandise Unit
Model Number
Conveyable
Weight Unit
Gross Weight UOM
Production Start Date
Shipping Start Date
Fish Catch Zone 2
Brand Owner
Item Description 1
Unit UOM
Container Specialty
Country of
Origin
Trademark Family
Private Label Indicator
Deposit Code
Special Order Available
Pesticide Indicator
Register with DataPool
Volume
Base Unit Retail
Marcus Moritz | Stammdaten | GS1 Germany | 7
Explosion der Attribute, zusätzlich:
Verbraucherangaben
Shipping Start Date
Fish Catch Zone 2
Sub-Brand
Shipping Unit
Base Unit of Measure
Deposit UPC
Material # Is Organic
Unit UOM
Instructions (Spanish)
Brand Owner
Item Description 1
Cholesterol Qty Contained UOM
FlavorPreparation
Container Content Polyunsaturated Fat Qty Contained
Unit
Size
Benefits (Spanish)
Merchandise Width Product Name (Spanish)
Platform
Net Content 5 UOM
Peanut – Level of Containment
Merchandise Height
Nutritional
Monounsaturated Fat Measurement Precision
Is Security Tag Present
Website URL
Vitamin D
MFG GLN 5
BarCode Type
Is
Organic
UPC
Description
Trade
Item
Recall
Ind
Storage
&
Usage
(Spanish)
Prod Hierarchy Product Name (French)
Style
Cancel Date
Riboflavin
Kosher
Certification
Number
Product
Percent
Juice
Merchandise Length
Is Halal
Saturated Fat Qty Contained UOM
Merchandise Weight
Vitamin K
Vitamin A Qty Contained
Protein % RDI Return
Lead Time
Package Name 2
Fish – Allergen Specification Name
Goods Policy
Item Type
Vitamin A % RDI
Vitamin C Qty Contained
Max Order Qty
Ingredient Name (English) Discontinue Date
Supplier Pack Cost
Direct Consumer Delivery
Ingredients Sequence #
Brand Group
Merchandise Unit
Peanut – Allergen Specification Name
Vitamin C % RDI
Model Number
Is the Item marked with a Batch/Lot Number
Hazmat Classification
Weight Unit
Gross Weight UOM
Conveyable
Transfatty Acids Qty Contained UOM
Production Start Date Ingredient Country of Origin 1
Volume UOM
Short
Product Description
Order Qty Multiple
Riboflavin % RDI
Target Market
Potassium Measurement Precision
Language
Code
Net Weight UOM
Total
Fat
Measurement
Precision
Saturated Fat Qty Contained
Height UOM
Polyunsaturated Fat Measurement Precision Monounsaturated Fat QTY Contained
Sub-Department
Net Weight
Ordering Unit
Crustacean – Allergen Specification Agency
Chemical Indicator
Milk – Allergen Specification Agency
Material Group
Polyunsaturated Fat Qty Contained UOM
Container Type
Sugar % RDI
Primary Delivery Method
Business Unit
Eggs – Allergen Specification Name
Hi
Calorie
From
Fat Qty Contained UOM
Product Size
Fish Catch Zone 1
Peanut – Allergen Specification Agency
Selling UOM
Cholesterol Qty Contained
Saturated
Fat
Qty
Contained
RFID Tagged
Packaging Material Code
Fineline
Item Identifier
Net Content 5
Potassium Qty Contained
Product Name (German)
Total Fat Qty Contained
Eggs – Allergen Specification Name
Vitamin D
Package Marked Returnable
Package Type
Multi-Pack
Indicator
Storage
&
Usage
(English)
Min Order Qty
Department
Cholesterol % RDI
Recyclable Package
Seasame – Allergen Specification Name
Milk – Allergen Specification Name
Product Type
Total Fat Qty Contained
Cholesterol Qty Contained UOM
Spec Weight
Calcium
CPSC Regulated Indicator
Supplier Number
Graphics Specialty Base
Sodium % RDI
Depth UOM
Monounsaturated Fat QTY Contained
Storage & Usage (English)
Dietary Fiber % RDI
Transfatty Acids Qty Contained
Household Serving Size (Spanish)
Monounsaturated Fat % RDI Coupon Family Code
Base Unit
Vitamin D % RDI
Product Classification
Large Product Description
Iron % RDI
Cluster Material
Vending
Dietary
Fiber
Qty
Contained
UOM
Sub-Type Tree Nut – Allergen Specification Name
Consumer Unit
Total Fat Qty Contained UOM
Polyunsaturated % RDI
Registration Status
Base
Unit
UOM
Crustacean – Level of Containment
Vitamin E % RDI
Kosher Certification Agency
Polyunsaturated Fat Measurement Precision
Ingredient Country of Origin 3
Thiamin % RDI
Benefits (English) Supplier Stock Number
Invoice Item
Item Scannable
Container Specialty
Transfatty Acids Measurement Precisions
Vitamin E
Preparation Instructions (English)
Information Provider
Benefits (French)
Trademark Family
Product Sub-Group
Valid From Manufacturer Expanded Product Description (Spanish)
Ingredient Country of Origin 3
Cholesterol Qty Contained
Variable Weight
Vitamin K % RDI
Secondary Information Provider
Private Label Indicator
Potassium Qty Contained
Package Name 1
Ordering UOM
Soluble Fiber Containment
Servings of the Trade Item UnitInformation Private
Sodium Measurement Precision
Sugar Qty Containment UOM
Sodium Qty Contained UOM
Thiamin
Calorie Measurement Precision
Benefits (German)
Calorie Qty Contained UOM
Deposit Amount
Country of Origin
Net Content 1 UOM
Register with DataPool
Deposit Code
Aerosol Indicator
Dietary Fiber Qty Contained
Soluble
Fiber
Containment
UOM
Sesame – Allergen Specification Agency
SAP Description
Packaging Type
Eggs – Level of Containment
Fish – Level of Containment
Special Order Available
Pallet Stack Height
Segregation Code
Serving Size
Vitamin
K
%
RDI
National Account Package Code
Barcode Derivable
Serving Size
Calorie From Fat Measurement Precision
Sugar Qty Containment
Potassium % RDI
Soluble Fiber Containment UOM
Preparation Type
Preparation Type
Potassium Qty Contained UOM
Deposit Currency
Width UOM
Lowest Level
Health Category
Base Unit Retail
MFG Code
Deposit Text
Pesticide Indicator
Product Link
Calorie From Fat Qty Contained
Brand
Gross Weight
Nutritions
Depth
Height
Allergenes
Ingredients
Net Content
Width
GTIN
GPC
Regulated Product Name Tare Weight
Country of
Origin
Volume
Marcus Moritz | Stammdaten | GS1 Germany | 8
Warum spielt Datenqualität eine große Rolle?
Direkte und indirekte Kosten
nicht gefunden
nicht passend
...weil sonst nicht
gekauft wird
nicht besser
nicht sicher
Kennzeichnungspflchten
Wettbewerb
... weil sonst
bestraft wird
Lieferanten-Ranking
Google-Ranking
Marcus Moritz | Stammdaten | GS1 Germany | 9
Ziel muss daher sein…
… die Bereitstellung
der richtigen Information
zum richtigen Zeitpunkt
in der richtigen Menge
am richtigen Ort
- und das alles in der richtigen Qualität
Marcus Moritz | Stammdaten | GS1 Germany | 10
Herausforderung Datenpflege am Beispiel Marketing
Datenpflege heute
Produktmanagement
Marketing
Produktdaten
Suchdaten
Datenpflege in der Zukunft
Produktmanagement
Marketing
Produkt- & Suchdaten
Marcus Moritz | Stammdaten | GS1 Germany | 11
Vielen Dank für Ihre Aufmerksamkeit
Marcus Moritz | Stammdaten | GS1 Germany | 12
Wie kann Datenqualität gemessen und verbessert werden?
ÜBUNG
Zeit: 45 Minuten
Aufgabe:
•
Erarbeiten Sie anhand der in der Übung „Ursachen & Wirkung
fehlerhafter Stammdaten“ definierten Kostentreibern Kennzahlen zur
Messung der Datenqualität und erarbeiten Sie einen Maßnahmenplan,
wie die Datenqualität erhöht werden kann (25 Min.)
•
Stellen Sie die Arbeitsergebnisse ihrer Gruppen vor (20 Min.)
Ziel:
•
Die Teilnehmer erlernen die verschiedenen Metriken zur Messung von
Datenqualität.
Materialien:
•
Die Ergebnisse können Sie auf Ihrem Notizblock festhalten.
Marcus Moritz | Stammdaten | GS1 Germany | 13
Key-Learning:
Messung der Datenqualität
1
×
𝑛
𝑛
× 3 Richtigkeit i × Vollständigkeit i × Konsitenz i
𝑖=1
𝒎𝒊𝒕
1
𝑅𝑖𝑐ℎ𝑡𝑖𝑔𝑘𝑒𝑖𝑡𝑖 = ×
𝑘
𝑘
𝑥𝑗
𝑉𝑜𝑙𝑙𝑠𝑡ä𝑛𝑑𝑖𝑔𝑘𝑒𝑖𝑡𝑖 =
𝑚
𝑚
𝑥𝑙
𝑙=1
𝑗=1
𝐾𝑜𝑛𝑠𝑖𝑠𝑡𝑒𝑛𝑧𝑖 =
1
𝑑𝑒𝑓𝑖𝑛𝑖𝑒𝑟𝑡𝑒 𝑅𝑒𝑔𝑒𝑙𝑛 ×
×
𝑝
𝑝
𝑥𝑜
𝑜=1
Marcus Moritz | Stammdaten | GS1 Germany | 14