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Facebook Shares New Overview of its Evolving Approach to Marketing Mix Modeling

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facebook shares new overview of its evolving approach to marketing mix modeling

Facebook has provided some new insights into its evolving approach to Marketing Mix Modelling, which, eventually, could provide more opportunity for marketers to better target specific audiences with the right content mix, and adjust automatically, based on consumer trends, in order to maximize ad performance across its networks.

As explained by Facebook:

“Marketing Mix Modeling (MMM) is a data-driven statistical technique which can help marketers quantify the impact of marketing and non-marketing activities on sales. MMM is privacy-friendly and uses scientific methodology to analyze multiple factors and evaluate how they impact the sales. However, it also has some limitations, for example, it is time-consuming for data collection, resource intensive, long lead time for analysis and these make it difficult for MMM to scale and execute.”

The privacy-friendly element is key here, because with Apple recently implementing its new ATT data tracking prompts in iOS, and other platforms looking to provide more transparency on data collection, Facebook may soon have a lot less user data to work with, which will force marketers to look in new directions.

Which is where marketing mix modeling could help – as Facebook notes, it’s worked with analytics solution provider Analytic Edge to establish a new, repeatable MMM framework, which, ideally, will eventually help advertisers accelerate their process, without requiring the full set-up workload of a regular MMM approach.

Facebook has outlined this new process in a summary document, which explains how it was able to apply this system to a recent campaign by ASUS.

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The researchers first outline the MMM process, and the benefits they’re seeking through this enhanced model.

Facebook MMM process

Because of the varying factors, MMM is difficult to implement effectively, especially for smaller, less-resourced businesses, and even more so when considering speed of response in optimizing ad performance. But this new process looks to address these key concerns, and provide an established framework for the system.

Facebook MMM process

It’s a fairly complex outline, but the bottom line is that Facebook is working towards creating new, updated, automated processes that will incorporate all of these new elements into a far easier to apply system.

“Further innovations are underway that will make MMM on SaaS platforms simpler, automated and AI-driven. This will enable widespread adoption of MMM for both large and small companies, who couldn’t access MMM before or couldn’t scale MMM across their whole business.”

That could provide a new pathway forward for better ad targeting, without the need for the same levels of personal data insight that Facebook has applied in the past.

It’s an interesting experiment, and one that will still take some time to develop, but eventually, it could mean that you have more response options for your advertising approaches, which could help to maximize ad performance, even with less user data available.

And as noted, that could become even more important over time, as more people opt-out of data tracking as a result of the new Apple prompts, and potentially, similar restrictions that could be launched on Android as well.

You can read the full overview white paper here.

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Snapchat Explores New Messaging Retention Feature: A Game-Changer or Risky Move?

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Snapchat Explores New Messaging Retention Feature: A Game-Changer or Risky Move?

In a recent announcement, Snapchat revealed a groundbreaking update that challenges its traditional design ethos. The platform is experimenting with an option that allows users to defy the 24-hour auto-delete rule, a feature synonymous with Snapchat’s ephemeral messaging model.

The proposed change aims to introduce a “Never delete” option in messaging retention settings, aligning Snapchat more closely with conventional messaging apps. While this move may blur Snapchat’s distinctive selling point, Snap appears convinced of its necessity.

According to Snap, the decision stems from user feedback and a commitment to innovation based on user needs. The company aims to provide greater flexibility and control over conversations, catering to the preferences of its community.

Currently undergoing trials in select markets, the new feature empowers users to adjust retention settings on a conversation-by-conversation basis. Flexibility remains paramount, with participants able to modify settings within chats and receive in-chat notifications to ensure transparency.

Snapchat underscores that the default auto-delete feature will persist, reinforcing its design philosophy centered on ephemerality. However, with the app gaining traction as a primary messaging platform, the option offers users a means to preserve longer chat histories.

The update marks a pivotal moment for Snapchat, renowned for its disappearing message premise, especially popular among younger demographics. Retaining this focus has been pivotal to Snapchat’s identity, but the shift suggests a broader strategy aimed at diversifying its user base.

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This strategy may appeal particularly to older demographics, potentially extending Snapchat’s relevance as users age. By emulating features of conventional messaging platforms, Snapchat seeks to enhance its appeal and broaden its reach.

Yet, the introduction of message retention poses questions about Snapchat’s uniqueness. While addressing user demands, the risk of diluting Snapchat’s distinctiveness looms large.

As Snapchat ventures into uncharted territory, the outcome of this experiment remains uncertain. Will message retention propel Snapchat to new heights, or will it compromise the platform’s uniqueness?

Only time will tell.

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Catering to specific audience boosts your business, says accountant turned coach

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Catering to specific audience boosts your business, says accountant turned coach

While it is tempting to try to appeal to a broad audience, the founder of alcohol-free coaching service Just the Tonic, Sandra Parker, believes the best thing you can do for your business is focus on your niche. Here’s how she did just that.

When running a business, reaching out to as many clients as possible can be tempting. But it also risks making your marketing “too generic,” warns Sandra Parker, the founder of Just The Tonic Coaching.

“From the very start of my business, I knew exactly who I could help and who I couldn’t,” Parker told My Biggest Lessons.

Parker struggled with alcohol dependence as a young professional. Today, her business targets high-achieving individuals who face challenges similar to those she had early in her career.

“I understand their frustrations, I understand their fears, and I understand their coping mechanisms and the stories they’re telling themselves,” Parker said. “Because of that, I’m able to market very effectively, to speak in a language that they understand, and am able to reach them.” 

“I believe that it’s really important that you know exactly who your customer or your client is, and you target them, and you resist the temptation to make your marketing too generic to try and reach everyone,” she explained.

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“If you speak specifically to your target clients, you will reach them, and I believe that’s the way that you’re going to be more successful.

Watch the video for more of Sandra Parker’s biggest lessons.

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Instagram Tests Live-Stream Games to Enhance Engagement

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Instagram Tests Live-Stream Games to Enhance Engagement

Instagram’s testing out some new options to help spice up your live-streams in the app, with some live broadcasters now able to select a game that they can play with viewers in-stream.

As you can see in these example screens, posted by Ahmed Ghanem, some creators now have the option to play either “This or That”, a question and answer prompt that you can share with your viewers, or “Trivia”, to generate more engagement within your IG live-streams.

That could be a simple way to spark more conversation and interaction, which could then lead into further engagement opportunities from your live audience.

Meta’s been exploring more ways to make live-streaming a bigger consideration for IG creators, with a view to live-streams potentially catching on with more users.

That includes the gradual expansion of its “Stars” live-stream donation program, giving more creators in more regions a means to accept donations from live-stream viewers, while back in December, Instagram also added some new options to make it easier to go live using third-party tools via desktop PCs.

Live streaming has been a major shift in China, where shopping live-streams, in particular, have led to massive opportunities for streaming platforms. They haven’t caught on in the same way in Western regions, but as TikTok and YouTube look to push live-stream adoption, there is still a chance that they will become a much bigger element in future.

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Which is why IG is also trying to stay in touch, and add more ways for its creators to engage via streams. Live-stream games is another element within this, which could make this a better community-building, and potentially sales-driving option.

We’ve asked Instagram for more information on this test, and we’ll update this post if/when we hear back.

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