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Last year'sLondon Digital Week covered "digital marketing, interaction design, advertising, planning" and similar topics.
"As a consumer, they just have one relationship with the brand, whether they're in a sales, service or marketing interaction," Evans said.
While A/B testing can be scientifically rigorous, it's insufficient in that it can't possibly test and optimize all of the possible combinations of targeting conditions e.g., those involving the customer, the marketing experience itself, and the execution of the experience e.g., day, time, channel, location, etc. to impact the performance of each and every marketing interaction.
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Bottom line: it thinks app user behavior learnings, gleaned from marketing interactions, can be applied far beyond apps.
The machine learning automatically and continuously feeds a closed loop experimentation cycle that allows for ongoing optimization of marketing interactions executed on a per customer and context basis.
Compared to A/B tests, multi-armed bandit experimentation maintains quantified best-guesses for answers as to which marketing interactions are working, and which aren't, and refines those guesses continuously.
What this means for today's marketer is the ability to glean customer insights that can be automatically applied to personalize and optimize marketing interactions, and do so at enormous scale.
Operators generate billions of data points per day: customer's voice, sms and data usage, payment transactions, balance information, recharges, rate plan changes, purchases, device migrations, spend patterns, churn propensity, profile, social connectedness, marketing interactions and responses, customer service and support interactions, and more.
In turn, this has encouraged direct market interaction and enables niche providers to place highly skilled candidates into finely tuned roles.
A real market interaction within an oligopoly is based on economic effectiveness which is represented by the production costs.
Institutional theory holds when institutional changes and the structure of market interaction is the driving force of financial innovation development.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com