Lecture 9 Flashcards
General benefits of digitalisation
Interactivity - Enhanced communication with customers / feedback
Individualisation / customisation: allows tailored products / services to everyone - low costs
Intelligence / measurability - predictions at low cost
Channel integration - allows to respond to Consumers in other media
Process of why influencer marketing may work
Influenced contact>
Attention on the promotional content
Psychological process: leering = attitudes
Memory = motivation and emotions
Then purchase intention
Machine learning
Machine learning is the field of study interested in the development of computer algorithms for transforming data into intelligent action
Machine learning is:
One of today’s most rapidly growing tech fields
Is related to many disciplines
Added value - more evidenced based decision makong
Process: machine learning
- Collecting data: gather data suitable for analysis
- Exploring and preparing the data
- Training a model on the data - algorithm will represent the data in the form of a model
- Evaluate model performance - how well the algorithm learned from its experience
- Improving model performance- eg switch to a different type model
Computer vision technology - text and speech recognition software example - power of chatbots
A chatbot is a piece of software that conducts a convo
Chatbots can serve plenty of marketing functions: directing a website visitor to a particular product
M
Researchers shows chatbots build positive customer relationships
Computer vision technology example- power of images
Product returns are associated with huge costs for companies. Companies can predict return rates based on the way clothes are illustrated on the retailers website. By then classifying the way to do and not it will minimise returns
The five Vs of Big Data
High in volume
High in variety - structure semi and un
High in velocity - produced at high rates
High in veracity - correctness of data can be assessed
High in value - data has a perceived / quantifiable benefit to the organisation
Storage of data: databases
An organised collection of data.
Database management systems
Software designed to allow the definition, creation, querying, updating and administration of database
Eg mysql (structured) Monogb (unstructured)
Benefits of databases
Data independence - seperately strange data (eg on disks) from data retrieval (eg on different workstations)
Integration and sharing of data - concurrent access
Consistency of data - no seperate application specific data files
Minimal data reducnayc - redundancy of data avoided as much as possible