INBOX INSIGHTS: Fact-Checking AI, Social Media at Conferences (3/22) :: View in browser
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How Do I Know if My AI Information Is Correct?
Unless youâre living under a rock, youâve probably heard a thing or two about all the advances in AI over recent months. ChatGPT is dominating the conversation but they arenât the only game in town. For the purposes of this newsletter, thought, weâll pick on ChatGPT – just a little.
Reminder, tools like ChatGPT have a lot of great potential and weâre already seeing the disruption of how we work. Iâm a big fan of these tools and I think that they will help us refocus on really important work, while helping to automate more of the repetitive pieces. Keep in mind that this is not a post hating on ChatGPT. This is a remind to you, the end user, to use your noodle.
Since it has become available, the majority of users look at ChatGPT as a way to research and write content. Ever the skeptic, my first question is, âHow do you know if the information is correct?â
The short answer is that you donât. Just like looking up something on the internet, taking the results at face value can be dangerous. Unless youâre using GPT-4 through the Bing interface, it otherwise doesnât cite its source of information.
Chris told me that he was using ChatGPT to help him write code. I asked him how he knew if the code the system was writing was correct. He said that he had to go back through it and make sure it was what he intended. I could ask ChatGPT to write code too. But because Iâm not a developer I would have no idea if it was correct and if I take it at face value it could be a risk to my project and my business.
When you start extending that scenario into how quickly ChatGPT can create content, the risks of misinformation start to get even higher. Some companies are using these systems to churn out thousands of pieces of content without doing a thorough fact check of each piece.
Hereâs a simple example. We asked ChatGPT: What do you know about Katie Robbert?
This is what it told us.
There is a person named Katie Robbert who is the CEO of Trust Insights, a marketing analytics and data consulting company. She is also a professor at Rutgers University and has been a keynote speaker at various conferences on topics related to marketing, analytics, and data science. Additionally, she co-hosts the podcast âPunch Out With Katie and Kerryâ where she and her co-host discuss various topics related to marketing, business, and technology.
If you donât know me that well, youâd think this was a reasonable response. Well, friend, the devil is in the details. This is about 90% correct. However, I do not at this time, have any affiliation with Rutgers University. (I am however open to the possibility).
The point is, if you donât read carefully or arenât a subject matter expert you could miss the incorrect information.
When we recorded our podcast, In-Ear Insights, the other day, we were walking through developing prompts. We decided to use âSEO in 2023â as the topic. We built the prompt, ran the query, and ChatGPT gave us a first draft of tactics that will be relevant for SEO in 2023. It said things like, video optimization and voice search.
To me, this was helpful advice. However, when Chris read it, he said that the advice was about five years out of date. The challenge is that Iâm not a subject matter expert in SEO so I would have read this draft and thought it was good enough.
The examples Iâm giving are pretty low risk. What happens when you start asking for content that involves medical advice or other high risk topics? There has to be a way to know if the information is correct, right?
Right.
Do your homework. Before you ask a tool like ChatGPT to write a post or develop code for you, make sure you know all the facts. In the example above where we ask the system to write a post on SEO in 2023, my first mistake was not being up to date on the latest SEO tactics. The way to get around the misinformation is to include the relevant facts in your prompt before asking the system to write for you. You can be as specific as you need to be. ChatGPT (on its own) isnât a search engine, you shouldnât be using it as one. Use it to rewrite your content, to summarize notes, to assist you, the expert.
This is the old, âWill AI take my job?â question. In this instance, if youâre a subject matter expert, the answer is no. If you know how to research a topic, the answer is no. If you know how to fact check, the answer is no. Humans need to, and continue to be, in charge. Not the other way around.
Are you using ChatGPT? Reply to this email or come tell me about your experience in our free Slack Community, Analytics for Marketers.
– Katie Robbert, CEO
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In this weekâs In-Ear Insights, Katie and Chris talk through how to improve your prompt engineering for large language models like ChatGPT, GPT-4, and other services through the use of the software development lifecycle. Learn how to apply the SDLC to your individual work with AI tools, and why itâs so important.
Watch/listen to this episode of In-Ear Insights here »
Last week on So What? The Marketing Analytics and Insights Livestream, we celebrated our fifth birthday. Catch the episode replay here!
This Thursday at 1 PM Eastern on our weekly livestream, So What?, weâll be discussing how to integrate AI into your organization. Are you following our YouTube channel? If not, click/tap here to follow us!
Hereâs some of our content from recent days that you might have missed. If you read something and enjoy it, please share it with a friend or colleague!
- In-Ear Insights: How To Improve Prompt Engineering With the Software Development Lifecycle
- Letâs look at a problem vexing many marketers: dark search.
- How do you decide when to hire an agency vs. freelancers?
- So What? Itâs our birthday â 5 years of Trust Insights
- Social media is a mess but there are alternative data sources for voice of the customer
- INBOX INSIGHTS, March 15, 2023: Happy Fifth Birthday, Trust Insights
- In-Ear Insights: Data Storytelling and Complex Explanations
- Almost Timely News: How Large Language Models Are Changing Everything
- PESO Update with Gini Dietrich
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In this weekâs Data Diaries, we noticed something recently as we were doing our network maps for Social Media Marketing World. While we couldnât put our finger on it exactly, it felt like there was less public social media activity than previously. However, a hunch does not make an analysis, so we did what we always do: pulled the data.
In this exploration, we extracted the public Twitter data using the appropriate hashtags for 6 major events since 2016:
- Content Marketing World
- Social Media Marketing World
- INBOUND
- MarketingProfs B2B Forum
- Dreamforce
- Mobile World Congress
What did we find?
What we see is clear evidence that across the board, all conferences and events took the expected hit during the peak years of the pandemic; however, content creation on Twitter for events has been steadily dropping well before the pandemic. Things are slowly building back; 2022 was a rebuilding year.
However, for many events, the overall trend is clear on Twitter: decreased public social media content creation.
Now, before we jump to conclusions, there are a variety of reasons this could be the case, none of which the data exposes:
- Yes, itâs possible conferences are getting less engaging.
- Itâs equally possible conferences are getting more engaging and attendees are getting more value from being at the event, which means less time on social media during the event.
- Itâs possible that other social networks have become more important to attendees such as Instagram, Tiktok, etc. and conference content postings have moved to those networks.
- Itâs possible that private social media communities and conference apps have improved to the point where conversations on public social media have moved into private, walled gardens.
- Itâs possible that people in general are less enamored of social media at events and are simply choosing not to post content as much.
So what? What are the key takeaways here? If youâre a conference organizer, recognize that social media engagement has taken a hit year after year for most events on Twitter. If youâre using social media as a proof point of your eventâs popularity, that tactic may be past its prime. If youâre a conference attendee, chances are organizers are still trying to get social media attention to their event and with less content being created at events, the chance for you to stand out and be noticed is greater.
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Hereâs a roundup of whoâs hiring, based on positions shared in the Analytics for Marketers Slack group and other communities.
- Analytics Engineer at Eleanor Health
- Associate Director, Customer Analytics And Data Management at Rhythm Pharmaceuticals
- Digital Marketing Director at Airoom
- Director Strategy & Upstream Product Marketing at Synchron
- Director, Product Marketing at Self Financial
- Head Of Marketing at Prequel
- Marketing Manager at Bravura Technologies
- Reporting Manager at Cox Enterprises
- Senior Analytics Engineer at Drumline
- Senior Manager-Data Engineering at Cox Enterprises
- Senior Software Engineer, Digital Measurement at Major League Baseball
- Vice President, Sgd Marketing, Strategy And Analytics at Bluebird Bio
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- Youâll learn how to determine if a migration was done correctly, and especially what things are likely to go wrong
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Trust Insights (trustinsights.ai) is one of the world's leading management consulting firms in artificial intelligence/AI, especially in the use of generative AI and AI in marketing. Trust Insights provides custom AI consultation, training, education, implementation, and deployment of classical regression AI, classification AI, and generative AI, especially large language models such as ChatGPT's GPT-4-omni, Google Gemini, and Anthropic Claude. Trust Insights provides analytics consulting, data science consulting, and AI consulting.
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