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Challenge: How to come up
with different scenarios
An experiment, February 2024
CC-BY Tuija Aalto Yle 2-2024
Two key uncertainties discovered by a recent workshop
At a recent gathering hosted by the Reuters
Institute, 33 media executives imagined how AI
would impact their industry in the near future.
According to David Caswell’s workshop
summary, “there was a rough consensus that
the scenarios for what AI might do to news
depended on two significant questions.”
How media managers think AI might transform
the news ecosystem | Reuters Institute for the
Study of Journalism
The two key uncertainties were
1. How audiences react to AI-generated
content – boring, “cold [and]
unreliable” or “super convenient”?
2. How AI models handle the recency of
data, assessing, analysing,
contextualising and narrating recent,
fast-changing information, possibly
from multiple sources?
CC-BY Tuija Aalto Yle 2-2024
My question: How fruitful is it to
have large language models
come up with scenarios based
on these two axes?
CC-BY Tuija Aalto Yle 2-2024
What I did and what I ended up with
I scripted the following prompt, and gave it to
three LLM’s accessible to me: my employer´s
inhouse YleGPT, my private paid OpenAI
ChatGPT4, and Microsoft Copilot.
I then manually compiled the visual based on
how I understood the scenarios to situate
relative to the two axis.
You are senior expert within a media company, responsible for
creating plausible as well as wild-card - black swan -type of
future scenarios
Please create four very different scenarios based on two key
uncertainties about AI in relation to news media business.
What might happen regarding AI and news media? Use the
following key uncertainties as scenario axes
Axis 1. How audiences would eventually react to AI-generated
content – whether they would find it to be boring, “cold [and]
unreliable” or “super convenient”? What does an informed
public choose regarding its access to and use of information?
Axis 2. How AI models can handle the recency of data,
assessing, analysing, contextualising and narrating recent,
fast-changing information, possibly from multiple sources?
CC-BY Tuija Aalto Yle 2-2024
Audience finds AI Boring,
Cold, and Unreliable
AI’s Recency Handling:
Exceptionally Capable
AI’s Recency Handling:
Inconsistent, Struggling
Audience Embraces AI
as Super Convenient
The AI News Utopia,
The AI News Nirvana,
Digital Renaissance,
The Enlightened Garden
The Fragmentation Era
The Fragmented Reality
Audience Skeptical and Varied
Return to Human Essence
The AI News Overload
AI News Nightmare:
Audiences hate AI-generated
content, AI models generate
dull and incoherent narratives
The Echo
Chamber
Cascade
AI News Hybrid: Traditional news
media maintain their relevance and
influence
AI becomes a complementary
source of news production and
consumption.
AI News Wildcard
audiences find AI-generated
content surprising,
entertaining, and influential. AI
becomes a disruptive source
of news production and
consumption, and traditional
news media lose their control
and authority
CC-BY Tuija Aalto Yle 2-2024
AI and news scenarios
What was learned from this experiment?
The three LLM’s together gave me quickly
and efficiently a basic output; various
scenario titles and descriptions.
This was a small one-off experiment,
making use of relevant and timely
thought-work made available by human
industry experts (the media managers
gathered in January by the Oxford
Institute). By opportunitively tapping
into the thought-work made by others I
was able to cut right into this
methodologic experimentation.
To capture to value of this experiment for my own
organization I would next invite internal experts to
continue the thinking: Such a workshop should
address the company’s options of relevant action
in each of the imagined scenario fields.
AI might give us a head start and cut, depending
on the method of facilitation, maybe two hours of
workshopping time. However, human minds do
need time to think slowly, discussing the
scenarios’ implications. Although using LLM’s
might cut time workshopping from an entire
day to, say, half a day, cutting the time to
reflect to a minimum may not be advisable.
CC-BY Tuija Aalto Yle 2-2024
Tuija Aalto, Yle
https://www.linkedin.com/in/tuija/

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Challenge How to come up with different scenarios. How fruitful is it to have large language models come up with scenarios based on the given two axis

  • 1. Challenge: How to come up with different scenarios An experiment, February 2024 CC-BY Tuija Aalto Yle 2-2024
  • 2. Two key uncertainties discovered by a recent workshop At a recent gathering hosted by the Reuters Institute, 33 media executives imagined how AI would impact their industry in the near future. According to David Caswell’s workshop summary, “there was a rough consensus that the scenarios for what AI might do to news depended on two significant questions.” How media managers think AI might transform the news ecosystem | Reuters Institute for the Study of Journalism The two key uncertainties were 1. How audiences react to AI-generated content – boring, “cold [and] unreliable” or “super convenient”? 2. How AI models handle the recency of data, assessing, analysing, contextualising and narrating recent, fast-changing information, possibly from multiple sources? CC-BY Tuija Aalto Yle 2-2024
  • 3. My question: How fruitful is it to have large language models come up with scenarios based on these two axes? CC-BY Tuija Aalto Yle 2-2024
  • 4. What I did and what I ended up with I scripted the following prompt, and gave it to three LLM’s accessible to me: my employer´s inhouse YleGPT, my private paid OpenAI ChatGPT4, and Microsoft Copilot. I then manually compiled the visual based on how I understood the scenarios to situate relative to the two axis. You are senior expert within a media company, responsible for creating plausible as well as wild-card - black swan -type of future scenarios Please create four very different scenarios based on two key uncertainties about AI in relation to news media business. What might happen regarding AI and news media? Use the following key uncertainties as scenario axes Axis 1. How audiences would eventually react to AI-generated content – whether they would find it to be boring, “cold [and] unreliable” or “super convenient”? What does an informed public choose regarding its access to and use of information? Axis 2. How AI models can handle the recency of data, assessing, analysing, contextualising and narrating recent, fast-changing information, possibly from multiple sources? CC-BY Tuija Aalto Yle 2-2024
  • 5. Audience finds AI Boring, Cold, and Unreliable AI’s Recency Handling: Exceptionally Capable AI’s Recency Handling: Inconsistent, Struggling Audience Embraces AI as Super Convenient The AI News Utopia, The AI News Nirvana, Digital Renaissance, The Enlightened Garden The Fragmentation Era The Fragmented Reality Audience Skeptical and Varied Return to Human Essence The AI News Overload AI News Nightmare: Audiences hate AI-generated content, AI models generate dull and incoherent narratives The Echo Chamber Cascade AI News Hybrid: Traditional news media maintain their relevance and influence AI becomes a complementary source of news production and consumption. AI News Wildcard audiences find AI-generated content surprising, entertaining, and influential. AI becomes a disruptive source of news production and consumption, and traditional news media lose their control and authority CC-BY Tuija Aalto Yle 2-2024 AI and news scenarios
  • 6. What was learned from this experiment? The three LLM’s together gave me quickly and efficiently a basic output; various scenario titles and descriptions. This was a small one-off experiment, making use of relevant and timely thought-work made available by human industry experts (the media managers gathered in January by the Oxford Institute). By opportunitively tapping into the thought-work made by others I was able to cut right into this methodologic experimentation. To capture to value of this experiment for my own organization I would next invite internal experts to continue the thinking: Such a workshop should address the company’s options of relevant action in each of the imagined scenario fields. AI might give us a head start and cut, depending on the method of facilitation, maybe two hours of workshopping time. However, human minds do need time to think slowly, discussing the scenarios’ implications. Although using LLM’s might cut time workshopping from an entire day to, say, half a day, cutting the time to reflect to a minimum may not be advisable. CC-BY Tuija Aalto Yle 2-2024