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DOUG SCHUMACHER

experience designer + writer

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AI: The new creative director or the new creative?

December 13, 2017 By Doug Schumacher

I’m not sure I’ve ever followed a story with the combination of awe and trepidation as AI for the past several years. The potential job displacement alone is staggering.

In the past, as a marketing person who trades in creative thinking, I’ve clung to the idea that however far technology might progress, jobs based in aesthetic judgement were in the clear zone for the foreseeable future.

Machine learning has been great on tasks with well-defined goals, like determining which ads in a campaign to give the most impressions to based on audience response. When the decision is highly subjective, though, it’s been a different situation. But that’s a barrier being broken through. Making the question not if creative jobs will be impacted, but how.

The recent AI experiment by Google is an example.

They turned an experimental deep learning system loose on their database of Street View images with the goal of artistic curation.

Per their blog post.

It mimics the workflow of a professional photographer, roaming landscape panoramas from Google Street View and searching for the best composition, then carrying out various postprocessing operations to create an aesthetically pleasing image.

Here are two of hundreds of beautiful images the AI selected, cropped and processed.

01-red-hut

They had a team of professional photographers judge the results of the AI along side a range of other non-AI photos, with impressive results.

A threat, a tool, or both?

There should be a lot of ways to use AI for creative development. What I find interesting in the Google example is the training of the AI system. Talk to any AI expert and they’ll emphasize the importance of having good training data. Garbage in, garbage out.

Whatever you put into the system, that becomes the measuring stick. The Google team pulled the training database from several photography communities, using the human-generated rating system to define the aesthetic taste. (If you want the gory details, you can read the full research paper.)

So the tastes of the photographic communities drove the training data which defined the results. But presumably you could use whatever data you want to train the system, and that’s the direction it will go in. Your new creative brief is the training data. Deployed on the full data set, off it goes generating concepts or creatives or whatever. In remarkable volume. And it never complains or causes HR nightmares.

Sounds like a creative director’s dream. Or a chief marketing officer’s.

Using AI to help creatives generate more ideas seems pretty obvious. You start a project with 100s of loosely-relevant-but-possibly-tangentially-interesting ideas already on the board.

And AI may never be more than a powerful tool creatives have at their disposal. But like Photoshop and digital media in general, this is another way technology compresses deadlines and reduces budgets. It also gives agencies and creatives another learning curve to climb. With opportunities and pitfalls parallel to previous waves of technology.

And of course you shouldn’t ignore the possibility of AI becoming more of a threat than a tool.

The name of the Deep Learning system Google used to generate these images? Creatism. It’s stated purpose? Artistic content creation. You can almost hear a deep voice on a sizzle reel enthusing “Creatism, an artistic content creation agency.”

Filed Under: Articles, UX Tagged With: ai, google, ux

A painfully funny commentary on content marketing

May 6, 2017 By Doug Schumacher

If you work in digital marketing and haven’t read “Shipwreck Diary of a Content Marketer“ on McSweeney’s, put it at the top of your ToDo list. Actually, put it on your calendar to be sure it gets done.

It’s a precise takedown of the marketing world’s latest growth area, content marketing.


We join our castaway hero shortly after he washes ashore on a deserted island. The sole survivor of a content marketing misadventure. An apt analogy for any marketing effort gone awry.


Despite his situation, there’s an immediate sense of confidence as he considers the various content marketing tools at his avail. And over the course of the coming days, our hero rifles through click bait, crowdsourcing, a viral effort, an infographic, newsletter, multimedia, a brand ambassadorship, a podcast (rightly sponsored by Squarespace), a VP of Disruption and Growth Hacking, and of course native advertising.


Each of those shiny objects follows a similar trajectory, from enthused optimism to a fast crash and burn, with the latest solution hastily discarded  for the next available tech.


And that’s what I like most about this piece. That it pulls back the cover on the real problem with content marketing. The new technologies of scale and reach that have many thinking content marketing is fast, easy, and a matter of checking off a few boxes. That’s why it’s so ripe for ridicule.


In fact, content marketing is anything but a latest trend. Each week content marketing gurus Pulizzi and Rose cover a historical example, sometimes dating back to the early 1900s. The key to those programs success obviously wasn’t any of the new technologies. It’s the quality of the content.


Per Content Marketing Institute’s recent survey on content marketers, a full 86% of B2C companies use content marketing.

86% of marketers use content marketing

However, an unfortunately high percentage of content marketing programs are operating without a documented strategy or mission statement. Sailing without a rudder, you could say.  

40% of marketers have documented content strategy


Want to avoid a shipwreck in your content program? Consider what might have happened in this story right before the shipwreck. No strategy? Lack of planning? Shortage of resources?


New channels of distribution are great, and of course every marketer should use them where relevant. But they’re only the messenger.


Great content marketing programs have great messages. 

Filed Under: Articles, UX Tagged With: content marketing, content strategy, ux

Measuring Brand Impact on Facebook: Choosing the Right Metrics

January 19, 2017 By Doug Schumacher

There’s a lot more you can measure your Facebook content by than simply likes or engagements. In this article we’re going to look at why there’s a push for metrics beyond engagements, specific examples of metrics to use, and how to apply them.

Social Media’s Engagement Problem

Social media introduced a metric type that hadn’t been used or discussed much prior. Engagement. Existing somewhere between an impression and a conversion action, engagements became a defining metric for evaluating the performance of social media content.

Types of Engagement Metrics

Initially seen as a value-add for social media over static media, the idea was to provide a metric showing that while a lot of people may see something, there’s also a large number of them willing to actively engage with the content. Those engagements were potentially viewable by others on the social network, or at least those in the engager’s circle, and thus created an implicit endorsement for the brand.

Sounds great, except those engagements don’t necessarily lead to the ultimate goal of a purchase or other conversion action. Or even the inclination to purchase.

An Alternate Approach to Engagement

Perhaps you read “About Face”, the Facebook measurement report published late last year from the BBDO Comms team. It’s a well-supported report and outlines some alternate metrics to indicate your content is moving the audience closer to a purchasing mindset.

Their setup is clear and straightforward, with several key points

  1. Organic reach on Facebook isn’t sufficient for large pages
  2. Targeting your best fans isn’t the most effective path for increasing sales
  3. Strong creative is the key to effectiveness
  4. Engagements aren’t a proxy for success

Taking this advice, points one and two mean you’re going to be paying for content impressions. And they won’t be targeted to your most core fans, as it’s actually the light buyers who, with a little prodding, can purchase more and increase sales. (Your core fans are already in max consumption mode, the theory goes.)

Points 3 and 4 focus on our key interest. Using metrics to determine what content makes the best impact on our target audience.

So taking a cue from the BBDO report, let’s take a look at metrics that go beyond basic engagement to represent a more successful brand impact.

Video Viewing Retention Rate

In “About Face”, the author’s cite a study showing the longer Facebook videos were viewed the more positive shift in brand recall and purchase intent. Pretty powerful stuff.

If video view length is your KPI, Facebook offers some good data to determine which of your creative campaigns are performing best.

One of the report’s key points is that marketers need to view social media content as part of a larger creative idea. In other words, it’s about campaign themes instead of one-offs. That’s because there are all sorts of wacky posting ideas that can generate engagement, but not real brand affinity. I think this is one of the biggest takeaways of the report, and a place where many marketers can go astray chasing after high engagement numbers.

In a plug for my social analytics platform, Zuum has the capability to apply tags to posts for analyzing any grouping of posts. And that’s really the first step — determining what posts go into what campaign. That’s followed by analyzing them as a group, and then comparing metrics.

Below you can see a chart showing analysis of four campaigns we analyzed with Zuum. This happens to be a comparison of all video posts from four different campaign themes:  Food, art, event and skiing.

Four Campaigns Analyzed for Video Viewing Retention

MeasuringBrandImpact-01-Video

Zuum also enables custom selection of any Facebook post metric available. Thus posts can be grouped by tags, then analyzed by any metric you choose. These are the metrics with column headers in yellow, above.

Lastly, we can create additional metrics based on those core Facebook metrics. In this case, I’ve divided shares by impressions to know the ratio between those two. I’ve also calculated the % of video views that made it past 10 seconds (which BBDO Comms reported having high correlation with brand affinity). I’ve also created the average views for each video post column, and the views to impressions rate in the last column on the right.

We can see the “event” campaign is the clear leader in the metric “% of views reaching 10 seconds or more”.

If we take that same “% of views 10 seconds or more” and compare it to other metrics, like the shares-to-impressions ratio, or average reach, there’s a noticeable lack or correlation across the various campaigns. These findings are in support of the About Face report.

Consumptions Instead of Views

While views of 10 seconds or more work great for video, we don’t have the same metric for other content types, like photos. However, if we take the principle of a piece of content catching someone’s eye and them wanting more, we can find other ways to measure that for different content formats. With photos, for example, there’s a photo consumption. This is when someone sees a photo in the newsfeed, and then clicks it to get a larger view of it. Pretty similar to someone seeing a few seconds of video and wanting to watch more.

Thus by selecting only photos to analyze, and grouping them by campaign, we can determine what percent of photo posts people took the time to expand and view closer.

In the “Post Consumptions Analysis” chart below, we’ve done just that with two campaigns consisting only of photo posts, tagged “event” and “skiing”. You can see how the skiing campaign has generated a far greater average reach per post, which is generally a welcome metric. However, if we look at how many people took the critical step to expand the photo for a closer look, which would lead to a photo consumption, we can see that the event campaign outperformed the skiing campaign by 43%.

Post Consumptions Analysis

MeasuringBrandImpact-02-Consumptions

I wouldn’t use this approach to compare photos to video views, but for a relative measure between different campaigns, there’s a strong behavioral similarity between someone wanting to see more of a video post, and someone wanting to see more of a photo post. Something caught their eye, and they demonstrated a desire for additional information.

To Click or Not To Click

If you’ve been around online display advertising much, you may have heard about the report“Natural Born Clickers” Research showing people who click on banners have very little correlation to those making purchases or other conversion actions.

Perhaps unsurprisingly, it seems the same thing is now happening on Facebook. One of the more interesting findings in “Face Off” is the idea that clicks are not a good measurement of brand affinity and purchase intent.

This is probably counter-intuitive to many digital marketers, as the click is what ultimately leads to an online purchase. But it serves to underscore the importance of selecting the right metric when assessing a post or campaign’s performance.

While apparently not all clickers are legitimate prospects, some clickers will move on to the conversion action. So the key is to continue tracking beyond the click and through to the conversion action. Doing so requires site analytics data.

As Google Analytics (GA) is used on the majority of websites, I’ll use that as an example. In GA, there are two elements that need to be in place. 1. Goals need to be set up to record conversion actions, and 2. Campaign tracking codes need to be employed on the post links to ensure that GA will recognize all the dark social traffic from those posts as referral visits from the various social media networks. (If you’re not familiar with the concept of dark social, this will explain https://www.techopedia.com/definition/29027/dark-social).

Below is an example of the “campaign” tracking parameter showing up in a Campaigns report in GA, under the Campaign column. In this case, I’ve labeled the various marketing efforts with a campaign name. Other parameters which can be tracked are the source, the medium and the content, each of which can also be viewed in this GA view.

The report view shows how each of the different campaigns performed across the three funnel stages. Acquisition, Behavior and Conversions.

Google Analytics Campaign Report

MeasuringBrandImpact-03-Clicks

By mapping these numbers back to your content campaign’s posting, impressions and reach data, you can get a clear idea of how your content is performing relative to your goals. This deeper level of prospect authentication should provide a more accurate read on the effectiveness of your content efforts in reaching your goals.

The campaign URL tracking codes can be generated with Google’s Campaign URL Builder

The Value of a Share

While research quoted in the About Face report stated sharing having no correlation with conversion actions, that doesn’t necessarily mean sharing has no contribution to brand impact.

Especially for new brands looking to increase awareness, shares from loyal customers can introduce new customers to the brand. This behavior happens all day on Facebook.

Below is a chart showing the previous two campaigns, “event” and “skiing”, with some additional viral metrics. While the event campaign did well in the Consumptions metric, when it comes to sharing and the resulting viral impressions, you can see the average viral impressions per post favors the skiing campaign.

Impact of Sharing

MeasuringBrandImpact-04-Shares

Like all data analysis, it really comes back to what your goals are, and which tactics are going to best help you reach them.

ROI Has Come to Social Media

In a few short years, social media has gone from talking about likes and engagements, to showing a deeper and more nuanced view of how content performs, and what brands can expect in return for their efforts.

The key is knowing what you want to get out of social media and the content you post there. Once that’s clarified, then the rest falls into place.

Have any preferred methods for evaluating content performance? I’d love to hear about them.

Filed Under: Articles, UX Tagged With: facebook, ux

The Facebook Metrics You Need To Know

June 6, 2012 By Doug Schumacher

This posted on iMedia today. Facebook’s been on a tear rolling out new features and new metrics. This article tries to define a fast-evolving subject.

To the article >>

Zuum Facebook chart high engagement posts

Filed Under: Articles Tagged With: content, content marketing, content strategy, facebook, facebook content, facebook marketing, facebook page, facebook page strategy, Facebook strategy

Facebook Report :: What 9 top brands posted for Easter

April 11, 2012 By Doug Schumacher

Holidays are always a content opportunity for brands. This is a look at some of the more interesting Easter-themed posts from some of the leading brands on Facebook.

Facebook Report – What Top Brands Posted for Easter
View more presentations from Zuum

Filed Under: Articles Tagged With: content marketing, content strategy, facebook, facebook marketing, Facebook strategy, social media, social media strategy

Facebook Marketing Lessons from Large Brands

March 6, 2012 By Doug Schumacher

My latest article, on what small businesses can learn from large businesses regarding Facebook page activities. It’s published in the Content Marketing Institute, one of the more thriving sites covering the fast-growing area of content marketing.

In the article we conduct an analysis on automobile industry Facebook pages. Looking at both large manufacturers and small, local dealers, we break down what’s working, what’s not working, and what the dealerships can learn from the larger brands. The emphasis is on subject analysis, and we feature a number of Zuum charts that clearly pinpoint the findings and recommendations.

Here’s the link.

And here’s an example of one of the charts. We then drill in to see how the Nissan dealers listed here can improve their engagement.

Facebook content analysis on automotive industry

Filed Under: Articles Tagged With: article, content strategy, facebook data, Facebook strategy, industry analysis, large business, small business, social media, social media strategy, zuum

Stunning Surf Video Content Curated By Red Bull

January 17, 2012 By Doug Schumacher

You don’t have to produce content to have it engage your community. This week Red Bull shares some remarkable footage from a brand, Billabong, that may sell a completely different product, but certainly appeals to the same extreme sports interest. I also like how they’re using short, punctuated copy that plays entirely off the posted video. It feels conversational the way people really post.

Click through to see the video.

Below is this week’s report. Click the image if you’d like to click through to the individual posts.

Our FREE Top Ten weekly report features the top post from each of the top ten brands on Facebook. You can either sign up or view the complete list of posts in our latest report, featured in the archives on this page.

Also, you can get a FREE TRIAL of Zuum by just registering.

Filed Under: Articles Tagged With: coca-cola, converse, disney, facebook, facebook marketing, Facebook strategy, mtv, oreo, red bull, report, skittles, social media strategy, starbucks, top ten, youtube

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