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AI Revolutionizing
Digital Marketing Karen Elaawar
Intro:
Contents and Topics:
o Definition of AI …(slide 3)
o AI fields …(s4)
o Marketers’ goals …(s9)
o Motivations for AI application in
Marketing …(s11)
o Forms of AIM: …(s12)
I. Programmatic Ads …(s13)
II. Web Designing …(s17)
III. Content Marketing: …(s18)
a) Content Generation …(s19)
b) Content Curation …(s20)
IV. Recommender systems …(s21)
V. Email Marketing …(s22)
VI. Voice Search Engines …(s23)
VII. Dynamic Prices ….(s26)
VIII.SEO …(s28)
o Chatbots: …(s32)
I. Types …(s35)
II. Machines Learning Model …(s36)
III. Algorithm …(s37)
IV. Dataset …(s38)
V. Accuracy …(s41)
VI. Misclassification Error …(s43)
VII. Evaluation: …(s44)
• Quantitative …(s45)
• Qualitative …(s46)
o AIM Successes …(s48)
o Humanizing AI …(s53)
o AIM Failure …(s54)
I. Customer Centricity …(s55)
II. Data Analytics …(s56)
III. Budget Constraints …(s57)
IV. IT Infrastructure …(s58)
o Rogue and Risks …(s59)
o Conclusion:
I. Topic …(s61)
II. Pros and Cons …(s62)
Artificial Intelligence
‫נּ‬ From a general point of view, AI relates to
robots and machines wiping off work
opportunities, and threatening humane
activities.
‫נּ‬ However when looking through this, AI lies in
the true intelligence of machines having
autonomy and adaptation to the dynamic
environment, therefore boosting humans’
progress and work fluidity/convenience.
AI Fields
AI
applications
Travel &
Transportat
ion
Security
Healthcare
Finance
Consumer
Electronics
Robots
MARKETING
Marketers’ Goals
Aim
Create costumer value
through personalized
experience.
Gain value and loyalty in
return.
Outside- in:
Marketers’ understand markets’ needs
and traits (outside), then create suitable
products or services (in) to suit
respective deprivations. They make
sure to tap on the insights of
customers and understand them more
than they understand themselves!
So much
work and
data!
AI offers help here!
AI marketing (AIM) Overcoming Challenges
‫נּ‬ AIM: The use of customer data,
machine learning and other
computational concepts to predict
a person’s action or inaction.
‫נּ‬ It can take on huge amounts of
data and help marketers easily
segment them, and personalize
customers’ experience
Why AI?
AI Helps (Motivation)
It also helps
content
marketers
understand
who exactly
their target
audience is,
thereby
creating a
personal
experience for
customers/us
ers.
Tap on Needs
This gives
marketers
and
businesses
more time
to focus
on other
equally
important
tasks.
More Time
The insights
they get in a
shorter time
frame will
help
marketers
boost
campaign
performance
and return on
investment
(ROI) faster.
Save Time
AI Marketing
(AIM) allows
marketers to
crunch huge
amounts
of marketing
data
analytics from
social media,
emails, and the
Web in a
relatively faster
time.
Data Gathering
Forms of AIM:
Programmatic Ads
Web designing
Content marketing
Recommender system
Email marketing
Voice search optimization
Dynamic Pricing
Search Engine Optimization
Chatbots
1. Programmatic Ads: What are Programmatic Ads?
• Before, AI marketers were required to do
intense research to figure out the right
platform to market their business (ads).
• Today, this research is done by AI.
• These systems operate autonomously,
placing the right kinds of ads in front of
the right kinds of people based on
complex algorithms and big data.
1. Programmatic Ads: Examples
Audi:
• When Audi was preparing to launch
its new customizable vehicle, the Q2,
the company wanted to personalize
its marketing.
• The goal was to create an ad
campaign that would live up to the
brand’s slogan.
• Therefore, Audi tried programmatic
ads and reached the right customers.
1. Programmatic Ads: How do they work?
https://youtu.be/Cqki_mlQmkI
All of this
happens in
1/10 of a
second.
So this helps
specify a
target market,
budgets and
goals for a
campaign.
Time Saved
The demand side
platforms DSPs,
companies that
represent the
specific interest
of advertiser
including specific
bids budgets,
target markets
etc.. Matches
these interest to
the ad spaces’
features.
Complementing
Then the
independent
source will
create bidding
and auctions
on all of the
sets of
demand side
platforms (the
ads that are
ready to be
taken).
Auction
First we have an
independent
source that is
responsible for the
ad exchange. It
waits for the
websites to work,
when the website
(container/ad
space) is loading it
will send an ad
request to the
independent add
source.
Request
2. Web Designing
• Developing a website
without knowledge of
HTML, CSS, and JavaScript
seems like an impossible
thing.
• AI has made it possible.
• All we need to feed in is
the content, call-to-action,
images, and page layout
3. Content Marketing
It is a proven truth that out of all marketing strategies, content
marketing offers the highest return on investment ROI.
Content
Marketing
Content Curation
Content Generation
3. Content Marketing:
Content Generation
• Content is usually generated by getting
inspired by other similar pieces of content.
• AI can also be used to search the content
relevant to our topic of interest.
• They help search content that is currently
trending and accordingly plan the future
content, rebuild the existing content,
schedule it, and then distribute it.
Eg: Concured tools
3. Content Marketing:
Content Curation
• Content curation is about finding high-
quality relevant content from external
sources and promoting it to help build
brand authority and engagement.
• Similar to content generation, curation can
be automated using AI and machine
learning
• Netflix’s movie/tv show recommendations
and Amazon’s product recommendations
are great examples of AI-based content
curation.
4. Recommender systems:
‫נּ‬ A recommender system, or a
recommendation system, is a subclass of
information filtering system that seeks to
predict the "rating" or "preference" a
user would give to an item. They are
primarily used in commercial
applications.
‫נּ‬ RS can:
• Deliver Relevant Content
• Provide Reports
• Reduce Workload and Overhead
• Increase Average Order Value
• Engage Shoppers
5. Email Marketing
In this day and age of auto-generated emails, people are
expecting personalized/tailor-made emails that are relevant
to them
AI can help you send a customized email for your email
marketing campaigns by analyzing user behavior and
preferences.
It can also find the right time, day, and frequency to shoot
the email, which further increases the chances of
conversion
6. Voice Search
• Creates a unique and
optimized customer
experience that will foster
relationships
• Builds brand loyalty
• Voice search interactions take
far less time than text-based
ones
6. Voice Search
Optimization:
Example
Forms of AIM:
Programmatic Ads
Web designing
Content marketing
Recommender system
Email Marketing
Voice search
Dynamic Pricing
Search Engine Optimization
Chatbots
7. Dynamic Pricing
7. Dynamic Pricing
• This AI is often referred to as personalized pricing. It’s a pricing strategy
wherein a product’s price is determined by demand and/or supply.
• A good example is the prices of ride-sharing apps that increase as
demand rises or when you cannot find a discount when you need to
purchase a product online.
8. SEO:
Search
Engine
Optimization
• SEO is still a major player in a well-rounded digital strategy, with many digital
marketers choosing to specialize in this highly sought-after skill.
• As SEO algorithms change across major search platforms, the insights from
searchable content may become more relevant than specific keywords in the
search process, thanks to AI and ML tools
9. Chatbots
• Chatbots are already on numerous websites,
as they excel at answering customers'
frequently asked questions.
• The key fascination with chatbots is the
impact they can have on the customer
experience.
• For some businesses, there aren't enough
employees or hours in the day to answer
customer queries quickly. Chatbots allow
customers to help themselves.
Chatbots not only are part of the
AIM family, but also started relating
to Machine Learning
This is the Chatbot
we aim for
Types of Chatbots:
Algorithm:
Two algorithms could be used:
• Supervised learning. In this
case, the chatbot software is
trained by a large set of
requests. Each request is
correlated to a specific “tag”,
which represents a specific
user intent.
• Unsupervised learning. In this
case, the chatbot software
relies on a very high number
of examples to independently
identify the requests and
corresponding user intents.
Ground Truth Dataset:
Ground-truth dataset used is a
dialogue dataset where it’s split as
follows:
• 80% training dataset
• 20% testing dataset
Ground Truth Dataset:
Ground Truth Dataset:
Example:
Break: a set of data for understanding
issues, aimed at training models to
reason about complex issues. It consists
of 83,978 natural language questions,
annotated with a new meaning
representation, the Question
Decomposition Meaning Representation
(QDMR). Each example includes the
natural question and its QDMR
representation.
Accuracy:
Loup Ventures found that Google
Assistant answered more
questions correctly than Apple’s
Siri or Amazon’s Alexa in its
annual IQ test. The study tested
smartphone-based digital
assistants by asking each the
same 800 questions about
finding: nearby places, ordering
goods, navigating and more.
Accuracy:
• Google Assistant correctly
answered 93% of the questions
and understood all 800.
• Siri came in second, answering
83% correctly and
misunderstanding two
questions
• Alexa answered 80% correctly
but only misunderstood one,
according to the study.
Misclassification Errors:
Problem #1: Broken Script
Inevitably, chatbots that draw replies
from IF/THEN scripts will run into a
question or request that wasn’t
accounted for.
Problem #2: Impersonal Interactions
Some chatbots are designed to perform
a specific duty with great efficiency. For
many tasks, this is a good thing, but
some jobs require a more sympathetic
touch.
Evaluation of ML Algorithm:
• Quantitative
• Qualitative
Chatbot Activity
volume
Bounce rate Retention Rate Target Audience
session volume
Response
volume
Goal completion
rate
Non-response
rate
Quantitative Evaluation:
Comprehension
Level
Knowledge Base
Self service rate User feedback
Qualitative Evaluation:
So, how does AIM
specifically solve
marketers’ issues?
AIM Successes
• Increase Campaign ROI
• Leverage Customer Relationships & Real-Time Personalization
• Enhance Marketing Measurement
• Make Decisions Faster
AIM Successes
• Sales forecasting
• Customer understanding
• E-commerce boosting
• Behavior Analysis And Predictive Analytics
If leveraged correctly, marketers can
use AI to transform their entire
marketing program by extracting the
most valuable insights from their
datasets and acting on them in real
time.
AI platforms can make fast decisions on
how to best allocate funds across
media channels or analyze the most
effective ad placements to more
consistently engage customers, getting
the most value out of campaigns.
But, Marketing also helps AI!
Marketing can humanize AI!
Humanizing AI:
• The first wave of AI
development has been led
tech-outward.
• The second wave will have
to be human-centric and
human-outward, and that’s
where brands and marketers
can play a really big role
because they bring their
human perspective to the
technologists
Incomplete AIM: (Failure)
AIM as all AI, still needs enhancement.
Incomplete AIM
Customer Centricity:
Outsourcing entire AI projects led to a
near complete focus on data and analytics
and a near loss of empathy and customer
experience journey expectations.
Solution:
Partial AI efforts can be outsourced, but a
brand must continue to own in the
process.
Incomplete AIM
Solution:
• Specify data and conduct outline stick to the
point.
• Consider incorporating operational and
customer data across the organization to
enhance the visibility of effect of marketing AI
efforts.
Data Analytics:
• Nearly every article out there speaks to the
need for better data and use of analytics
when leveraging AI.
• Most of the data and analytics KPIs were
too broad or poorly outlined.
Incomplete AIM
Solution:
• Review the budget by cross-referencing some
of the lessons here along with clear value
objectives for AI orchestration, insights or
discovery.
Budget constraints:
• Companies end up not having enough
budget or account for the cost. Not that
it’s expensive, but too many unknown
factors lead to mistakes or unforeseen
issues during education, implementation
or deployment.
Incomplete AIM
Solution:
• While large enterprises may opt for developing and
running their own AI marketing software, companies
with less impressive resources can opt for cloud-
based solutions.
• Cloud software vendors provide all the IT
infrastructure and employees needed to run AI
software in exchange for an affordable monthly or
yearly fee.
IT Infrastructure:
A successful AI-driven marketing strategy needs a
robust IT infrastructure behind it. AI technology
processes vast quantities of data. It needs high-
performing hardware in order to do this.
Rogue and Risks of AIM
AIM risks
Sharing data
and privacy
Protecting
data will to
further
legislative
regulations
Reinforcing
Bias and
prejudice
Misinforming
with fake
media
Dehumanizin
g brand
identity
Conclusion:
• AIM is a major booming area that
has a potential of changing
businesses drastically and facilitating
the marketing process.
• In return, marketing is the hope key
to the huge concern of
dehumanized AI. With the right
customer insight, AI will appeal in a
more humane way.
• However, companies should mind
its rogue and imperfections.
Pros:
• Increase Campaign ROI
• Leverage Customer Relationships
& Real-Time Personalization
• Enhance Marketing
Measurement
• Make Decisions Faster
• Sales forecasting
• Customer understanding
• E-commerce boost
• Behavior Analysis And Predictive
Analytics
Cons:
• Privacy and data sharing
• Legislation concerning data
protection
• Reinforcing bias and prejudice
• Fake media and disinformation
• Dehumanizing brand identity

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Artificial Intelligence and Digital Marketing Trends

  • 2. Intro: Contents and Topics: o Definition of AI …(slide 3) o AI fields …(s4) o Marketers’ goals …(s9) o Motivations for AI application in Marketing …(s11) o Forms of AIM: …(s12) I. Programmatic Ads …(s13) II. Web Designing …(s17) III. Content Marketing: …(s18) a) Content Generation …(s19) b) Content Curation …(s20) IV. Recommender systems …(s21) V. Email Marketing …(s22) VI. Voice Search Engines …(s23) VII. Dynamic Prices ….(s26) VIII.SEO …(s28) o Chatbots: …(s32) I. Types …(s35) II. Machines Learning Model …(s36) III. Algorithm …(s37) IV. Dataset …(s38) V. Accuracy …(s41) VI. Misclassification Error …(s43) VII. Evaluation: …(s44) • Quantitative …(s45) • Qualitative …(s46) o AIM Successes …(s48) o Humanizing AI …(s53) o AIM Failure …(s54) I. Customer Centricity …(s55) II. Data Analytics …(s56) III. Budget Constraints …(s57) IV. IT Infrastructure …(s58) o Rogue and Risks …(s59) o Conclusion: I. Topic …(s61) II. Pros and Cons …(s62)
  • 3. Artificial Intelligence ‫נּ‬ From a general point of view, AI relates to robots and machines wiping off work opportunities, and threatening humane activities. ‫נּ‬ However when looking through this, AI lies in the true intelligence of machines having autonomy and adaptation to the dynamic environment, therefore boosting humans’ progress and work fluidity/convenience.
  • 5. Marketers’ Goals Aim Create costumer value through personalized experience. Gain value and loyalty in return.
  • 6. Outside- in: Marketers’ understand markets’ needs and traits (outside), then create suitable products or services (in) to suit respective deprivations. They make sure to tap on the insights of customers and understand them more than they understand themselves!
  • 9. AI marketing (AIM) Overcoming Challenges ‫נּ‬ AIM: The use of customer data, machine learning and other computational concepts to predict a person’s action or inaction. ‫נּ‬ It can take on huge amounts of data and help marketers easily segment them, and personalize customers’ experience
  • 11. AI Helps (Motivation) It also helps content marketers understand who exactly their target audience is, thereby creating a personal experience for customers/us ers. Tap on Needs This gives marketers and businesses more time to focus on other equally important tasks. More Time The insights they get in a shorter time frame will help marketers boost campaign performance and return on investment (ROI) faster. Save Time AI Marketing (AIM) allows marketers to crunch huge amounts of marketing data analytics from social media, emails, and the Web in a relatively faster time. Data Gathering
  • 12. Forms of AIM: Programmatic Ads Web designing Content marketing Recommender system Email marketing Voice search optimization Dynamic Pricing Search Engine Optimization Chatbots
  • 13. 1. Programmatic Ads: What are Programmatic Ads? • Before, AI marketers were required to do intense research to figure out the right platform to market their business (ads). • Today, this research is done by AI. • These systems operate autonomously, placing the right kinds of ads in front of the right kinds of people based on complex algorithms and big data.
  • 14. 1. Programmatic Ads: Examples Audi: • When Audi was preparing to launch its new customizable vehicle, the Q2, the company wanted to personalize its marketing. • The goal was to create an ad campaign that would live up to the brand’s slogan. • Therefore, Audi tried programmatic ads and reached the right customers.
  • 15. 1. Programmatic Ads: How do they work? https://youtu.be/Cqki_mlQmkI
  • 16. All of this happens in 1/10 of a second. So this helps specify a target market, budgets and goals for a campaign. Time Saved The demand side platforms DSPs, companies that represent the specific interest of advertiser including specific bids budgets, target markets etc.. Matches these interest to the ad spaces’ features. Complementing Then the independent source will create bidding and auctions on all of the sets of demand side platforms (the ads that are ready to be taken). Auction First we have an independent source that is responsible for the ad exchange. It waits for the websites to work, when the website (container/ad space) is loading it will send an ad request to the independent add source. Request
  • 17. 2. Web Designing • Developing a website without knowledge of HTML, CSS, and JavaScript seems like an impossible thing. • AI has made it possible. • All we need to feed in is the content, call-to-action, images, and page layout
  • 18. 3. Content Marketing It is a proven truth that out of all marketing strategies, content marketing offers the highest return on investment ROI. Content Marketing Content Curation Content Generation
  • 19. 3. Content Marketing: Content Generation • Content is usually generated by getting inspired by other similar pieces of content. • AI can also be used to search the content relevant to our topic of interest. • They help search content that is currently trending and accordingly plan the future content, rebuild the existing content, schedule it, and then distribute it. Eg: Concured tools
  • 20. 3. Content Marketing: Content Curation • Content curation is about finding high- quality relevant content from external sources and promoting it to help build brand authority and engagement. • Similar to content generation, curation can be automated using AI and machine learning • Netflix’s movie/tv show recommendations and Amazon’s product recommendations are great examples of AI-based content curation.
  • 21. 4. Recommender systems: ‫נּ‬ A recommender system, or a recommendation system, is a subclass of information filtering system that seeks to predict the "rating" or "preference" a user would give to an item. They are primarily used in commercial applications. ‫נּ‬ RS can: • Deliver Relevant Content • Provide Reports • Reduce Workload and Overhead • Increase Average Order Value • Engage Shoppers
  • 22. 5. Email Marketing In this day and age of auto-generated emails, people are expecting personalized/tailor-made emails that are relevant to them AI can help you send a customized email for your email marketing campaigns by analyzing user behavior and preferences. It can also find the right time, day, and frequency to shoot the email, which further increases the chances of conversion
  • 23. 6. Voice Search • Creates a unique and optimized customer experience that will foster relationships • Builds brand loyalty • Voice search interactions take far less time than text-based ones
  • 25. Forms of AIM: Programmatic Ads Web designing Content marketing Recommender system Email Marketing Voice search Dynamic Pricing Search Engine Optimization Chatbots
  • 27. 7. Dynamic Pricing • This AI is often referred to as personalized pricing. It’s a pricing strategy wherein a product’s price is determined by demand and/or supply. • A good example is the prices of ride-sharing apps that increase as demand rises or when you cannot find a discount when you need to purchase a product online.
  • 28. 8. SEO: Search Engine Optimization • SEO is still a major player in a well-rounded digital strategy, with many digital marketers choosing to specialize in this highly sought-after skill. • As SEO algorithms change across major search platforms, the insights from searchable content may become more relevant than specific keywords in the search process, thanks to AI and ML tools
  • 29. 9. Chatbots • Chatbots are already on numerous websites, as they excel at answering customers' frequently asked questions. • The key fascination with chatbots is the impact they can have on the customer experience. • For some businesses, there aren't enough employees or hours in the day to answer customer queries quickly. Chatbots allow customers to help themselves.
  • 30. Chatbots not only are part of the AIM family, but also started relating to Machine Learning
  • 31. This is the Chatbot we aim for Types of Chatbots:
  • 32. Algorithm: Two algorithms could be used: • Supervised learning. In this case, the chatbot software is trained by a large set of requests. Each request is correlated to a specific “tag”, which represents a specific user intent. • Unsupervised learning. In this case, the chatbot software relies on a very high number of examples to independently identify the requests and corresponding user intents.
  • 33. Ground Truth Dataset: Ground-truth dataset used is a dialogue dataset where it’s split as follows: • 80% training dataset • 20% testing dataset
  • 35. Ground Truth Dataset: Example: Break: a set of data for understanding issues, aimed at training models to reason about complex issues. It consists of 83,978 natural language questions, annotated with a new meaning representation, the Question Decomposition Meaning Representation (QDMR). Each example includes the natural question and its QDMR representation.
  • 36. Accuracy: Loup Ventures found that Google Assistant answered more questions correctly than Apple’s Siri or Amazon’s Alexa in its annual IQ test. The study tested smartphone-based digital assistants by asking each the same 800 questions about finding: nearby places, ordering goods, navigating and more.
  • 37. Accuracy: • Google Assistant correctly answered 93% of the questions and understood all 800. • Siri came in second, answering 83% correctly and misunderstanding two questions • Alexa answered 80% correctly but only misunderstood one, according to the study.
  • 38. Misclassification Errors: Problem #1: Broken Script Inevitably, chatbots that draw replies from IF/THEN scripts will run into a question or request that wasn’t accounted for. Problem #2: Impersonal Interactions Some chatbots are designed to perform a specific duty with great efficiency. For many tasks, this is a good thing, but some jobs require a more sympathetic touch.
  • 39. Evaluation of ML Algorithm: • Quantitative • Qualitative
  • 40. Chatbot Activity volume Bounce rate Retention Rate Target Audience session volume Response volume Goal completion rate Non-response rate Quantitative Evaluation:
  • 41. Comprehension Level Knowledge Base Self service rate User feedback Qualitative Evaluation:
  • 42. So, how does AIM specifically solve marketers’ issues?
  • 43. AIM Successes • Increase Campaign ROI • Leverage Customer Relationships & Real-Time Personalization • Enhance Marketing Measurement • Make Decisions Faster
  • 44. AIM Successes • Sales forecasting • Customer understanding • E-commerce boosting • Behavior Analysis And Predictive Analytics
  • 45. If leveraged correctly, marketers can use AI to transform their entire marketing program by extracting the most valuable insights from their datasets and acting on them in real time. AI platforms can make fast decisions on how to best allocate funds across media channels or analyze the most effective ad placements to more consistently engage customers, getting the most value out of campaigns.
  • 46. But, Marketing also helps AI!
  • 48. Humanizing AI: • The first wave of AI development has been led tech-outward. • The second wave will have to be human-centric and human-outward, and that’s where brands and marketers can play a really big role because they bring their human perspective to the technologists
  • 49. Incomplete AIM: (Failure) AIM as all AI, still needs enhancement.
  • 50. Incomplete AIM Customer Centricity: Outsourcing entire AI projects led to a near complete focus on data and analytics and a near loss of empathy and customer experience journey expectations. Solution: Partial AI efforts can be outsourced, but a brand must continue to own in the process.
  • 51. Incomplete AIM Solution: • Specify data and conduct outline stick to the point. • Consider incorporating operational and customer data across the organization to enhance the visibility of effect of marketing AI efforts. Data Analytics: • Nearly every article out there speaks to the need for better data and use of analytics when leveraging AI. • Most of the data and analytics KPIs were too broad or poorly outlined.
  • 52. Incomplete AIM Solution: • Review the budget by cross-referencing some of the lessons here along with clear value objectives for AI orchestration, insights or discovery. Budget constraints: • Companies end up not having enough budget or account for the cost. Not that it’s expensive, but too many unknown factors lead to mistakes or unforeseen issues during education, implementation or deployment.
  • 53. Incomplete AIM Solution: • While large enterprises may opt for developing and running their own AI marketing software, companies with less impressive resources can opt for cloud- based solutions. • Cloud software vendors provide all the IT infrastructure and employees needed to run AI software in exchange for an affordable monthly or yearly fee. IT Infrastructure: A successful AI-driven marketing strategy needs a robust IT infrastructure behind it. AI technology processes vast quantities of data. It needs high- performing hardware in order to do this.
  • 54. Rogue and Risks of AIM AIM risks Sharing data and privacy Protecting data will to further legislative regulations Reinforcing Bias and prejudice Misinforming with fake media Dehumanizin g brand identity
  • 55. Conclusion: • AIM is a major booming area that has a potential of changing businesses drastically and facilitating the marketing process. • In return, marketing is the hope key to the huge concern of dehumanized AI. With the right customer insight, AI will appeal in a more humane way. • However, companies should mind its rogue and imperfections.
  • 56. Pros: • Increase Campaign ROI • Leverage Customer Relationships & Real-Time Personalization • Enhance Marketing Measurement • Make Decisions Faster • Sales forecasting • Customer understanding • E-commerce boost • Behavior Analysis And Predictive Analytics Cons: • Privacy and data sharing • Legislation concerning data protection • Reinforcing bias and prejudice • Fake media and disinformation • Dehumanizing brand identity

Notas del editor

  1. Businesses who want to remain visible to consumers in the coming years will have to find a way to incorporate voice technology into their digital marketing strategies.