Showing posts with label Analytics Strategy. Show all posts
Showing posts with label Analytics Strategy. Show all posts

Thursday, June 5, 2025

YOUR Social Media Brand Engagement Data Science?


Too many organizations maintain a Facebook page, at times without much thought about strategy..

Small business and non-profit social media managers typically squeeze in posts around many other job duties. Still, I think much can be learned from those developing the art and science of social business goals, objectives and tactics.



Brian Massey, founder and managing partner at Conversion Sciences, focuses on business website performance data analysis. “The Conversion Scientist” (complete with his lab coat seen in my recent interview and during an eMetrics Summit presentation last summer) explores the marketing funnel – from lead generation through the optimization of the conversion process.




“Quality leads,” he says, allow marketers to “use a combination of user testing and A/B testing to prioritize and refine those ideas.” Improvement is defined as those tweaks that increase business revenue. It involves a constant process of innovation to respond to market changes driven by social media and other forces.

As I have noted in earlier blog posts, mobile smartphones are a location-based sensor constantly measuring contextual consumer behavior. From inexpensive content testing panels to big data pools, entrepreneurs are developing new tools to help marketers.

We’re talking about someone who understands how to evaluate data, how to collect data, how to make decisions based on the data they’re collecting, and integrate that into their design process.

Facebook target advertising offers social marketers access to millions of potential customers based upon demographic and psychographic filters. For businesses, that translates into qualified prospects. For non-profit and local government organizations, targeting is an efficient way to reach interested citizens, raise issue awareness, and spark new community engagement.



Success on Facebook, though, requires advertising experiments and effective “landing experiences” on websites, Massey says. Instead of “spray and pray” blasts, “marketers have to embrace this experimentation culture.”

You may not be ready to wear a lab coat, but Massey makes a good point about Facebook targeting as, “interrupt advertising, as opposed to search, which is intent-driven based on the keywords that are entered.” A strategic campaign integrates words, site design and images, brand management and data. In short, we need to embrace granular, contextual data.

The beauty of testing is that it allows a creative team to respond to data by developing bolder campaigns, Massey says. “We can take those risks because we’re doing it with user testing and small experiments.”

A recent ObservePoint 2017 Analytics Summit made this clear. James McCormick, Forrester Research principal analyst, emphasized that strategic metrics should be coordinated through standards and best practices. Optimization of key performance indicators (KPIs), are grounded in digital intelligence platforms. Understanding “digital touch-points,” he has written, should lead to “optimizing and perfecting experiences delivered and decisions made by brands during moments of engagement.”


Meanwhile, Massey focuses on site personalized visitor touch-points that locate someone at a place within the marketing funnel. It makes a difference, if a person seeks information, brand engagement, or price discounts. Artificial intelligence (AI) and the use of chat-bots work better for some functions than others. Massey asks, “What is the experience once they click?”

"These devices can be used to manipulate rather than persuade. We want to persuade, not manipulate. So, the more people we have that take on experience experimentation culture, the more diversity we have. I think it will ensure that we have a higher ethical bar of people who are using this data."

Massey says the data trend should not “scare you away from getting excited about the creative part of the job.” Social media marketers will need AI training to do the job five years from now, he adds.

Consider an email subject line. Data scientists can help marketers improve results. “I’ve got to sit down and use it on a daily basis to answer questions.”



For now, email and Facebook continue to be the primary way to reach people. “Instagram is probably the next frontier,” Massey says. Likewise, Pinterest can be effective. Increasingly, Facebook and YouTube video also are in the mix.

To some extent, the traditional marketing approach distinguishes use of social media from effective Instagram and Snapchat brand influencer campaigns. These sites, along with Twitter, started behind Facebook in offering targeted marketing data. Massey also is keeping an eye on Amazon and its integration of products and user data. “Every campaign is an experiment,” he says. “If we can embrace that experimentation culture, we have the tools, we have the data. We just have to sit down and ask questions that we can answer with data.”

Guest Authored By Dr. Jeremy Harris Lipschulz. Jeremy is a professor in the UNO Social Media Lab, School of Communication, University of Nebraska at Omaha. He is author of Social Media Communication: Concepts, Practices, Data, Law and Ethics, second edition (2018, 2015). Dr. Lipschultz has published books and scholarly articles on media, law, new communication technologies, social media and education. He has been a frequent media source for outlets, such as WGN, NPR, the Chicago Tribune, the Los Angeles Times, the Omaha World-Herald, KFAB, and others. Follow Professor Jeremy on X.




For now, Instagram, email and Facebook continue to be the primary way to reach people. “Instagram is probably the next frontier.

Likewise, Pinterest can be effective. Increasingly, Facebook and YouTube video also are in the mix.."

    • Authored by:
      Fred Hansen Pied Piper of Social Media Marketing at YourWorldBrand.com & CEO of Millennium 7 Publishing Co. in Scottsdale, AZ. I work deep in the trenches of social media strategy, community management and trends.  My interests include; online business educator, social media marketing, new marketing technology, skiing, hunting, fishing and The Rolling Stones..-Not necessarily in that order ;)

    Friday, April 6, 2018

    Understanding YOUR Social Media Analytics?


    Social Media Analytics

    Social media analytics is the practice of gathering data from social media websites and analyzing that data using social media analytics tools to make business decisions.



    The most common use of social media analytics is to mine customer sentiment to support marketing and customer service activities.

    The first step in a social media intelligence initiative is to determine which business goals the data that is gathered and analyzed will benefit. Typical objectives include increasing revenues, reducing customer service costs, getting feedback on products and services, and improving public opinion of a particular product or business division.

    Once the business goals have been identified, businesses should define key performance indicators (KPIs) to objectively evaluate the business analytics data.



    Metrics To Track

    Business metrics derived from social media analytics may include customer engagement, which could be measured by the number of followers for a Twitter account and number of retweets and mentions of a company's name. With social media monitoring, businesses can also look at how many people follow their presence on Facebook and the number of times people interact with their social profile by sharing or liking their posts.

    More advanced types of social media analysis involve sentiment analytics. This practice involves sophisticated natural-language-processing machine learning algorithms parsing the text in a person's social media post about a company to understand the meaning behind that person's statement. These algorithms can create a quantified score of the public's feelings toward a company based on social media interactions and give reports to management on how well the company interacts with customers.



    Popular Tools

    There are a number of types of social media analytics tools for analyzing unstructured data found in tweets and Facebook posts. In addition to text analysis, many enterprise-level social media analytics tools will harvest and store the data.

    Some of these tools come from niche players, while more traditional enterprise analytics software vendors offer packages dedicated to social media intelligence.

    As more social media analytics rely on machine learning, popular open platforms like R, Python and TensorFlow serve as social media analytics tools.



    Importance of Social Media Analytics

    There is a tremendous amount of information in social media data. In decades past, enterprises paid market research companies to poll consumers and conduct focus groups to get the kind of information that consumers now willingly post to public social media platforms.

    The problem is this information is in the form of free text and natural language, the kind of unstructured data that analytics algorithms have traditionally. But as machine learning and artificial intelligence have advanced, it's become easier for businesses to quantify in a scalable way the information in social media posts.

    This allows enterprises to extract information about how the public perceives their brand, what kind of products consumers like and dislike and generally where markets are going. Social media analytics makes it possible for businesses to quantify all this without using less reliable polling and focus groups.



    Guest Authored By Margaret Rouse. Margaret Rouse writes for and manages WhatIs.com, TechTarget’s IT encyclopedia and learning center. She is responsible for building content that helps IT professionals learn to speak each other’s highly specialized languages.

    WhatIs.com has won many awards over the years and has been cited as an authority in major publications such as the New York Times, Time Magazine, USA Today, The Washington Times, the Miami Herald, ZDNet, PC Magazine and Discovery Magazine. Before joining TechTarget in 2000 when they acquired WhatIs.com, Margaret worked for New York State Model Schools, teaching computer science and technology integration. Follow Margaret Rouse on Twitter.





    "There is a tremendous amount of information in social media data.

    In decades past, enterprises paid market research companies to poll consumers and conduct focus groups to get the kind of information that consumers now willingly post to public social media platforms.." -MargaretRouse


      • Post Crafted By:
        Fred Hansen Pied Piper of Social Media Marketing at YourWorldBrand.com & CEO of Millennium 7 Publishing Co. in Loveland, Colorado. I work deep in the trenches of social media strategy, community management and trends.  My interests include; online business educator, social media marketing, new marketing technology, skiing, hunting, fishing and The Rolling Stones..-Not necessarily in that order ;)

      Wednesday, September 6, 2017

      2017 Social Media Mover & Shaker List?


      Which brands topped the social media Movers and Shakers list in 2017?

      You do not have to be a new, hot technology in order to get consumers talking about your brand. Consumer engagement can happen across all brands -- if you get it right.



      It does seem that new products and those within sectors such as technology that are considered to be the "hottest" are the ones consumers are talking about most.

      However, this is more of a myth than fact. New York-based data, analytics, and insights company Engagement Labs has identified the top 10 brands that saw the most improvement with respect to the quality and quantity of consumer conversations.

      I looked at 500 consumer brands and ranked brands that gained the most consumer conversation over the course of a year.

      It ranked its 'Movers and Shakers' as brands with the biggest point increase in their TotalSocial scores from the year ending in May 2016 to the year ending in May 2017, placing them in the top half of its TotalSocial ranking.

      According to its analysis, these Movers and Shakers are not from just one category.



      They range from technology and entertainment to insurance companies, travel services, and food brands.

      There is a raft of new products, such as the Apple Watch, along with well-established brands such as General Mills.

      It does not seem to matter what the category or age of a brand is.

      If there is a strong product, good customer case study, or great marketing campaign, there is always an opportunity to gain momentum and improve how much and the way in which consumers talk about a brand.

      USAA and Bayer are clear examples that brands do not have to be 'sexy' to earn consumer engagement. USAA is ranked third on the list. It focuses on providing military members and their families with insurance, banking, and investment services.

      Its marketing campaigns focus on patriotism and appeal to consumers emotional. This has resulted in a rise in people who were talking offline about their advertising and marketing.



      Life science company Bayer is second on the Movers and Shakers list. Bayer had a record-breaking year and substantially improved its face-to-face conversations and offline sentiment.

      Apple Watch is the No. 1 Mover and Shaker. The brand moved up more than 100 places. During the reporting period, it released product innovations including the iPhone 7, Apple Watch Series 2, and Apple AirPods.

      Consumers have long been talking and interacting with the brand. It used the Apple Watch launch to generate consumer conversations.

      General Mills proved that even the most established brands can rise up the list, One of the catalysts that enhanced its position was its controversial "Bring Back the Bees" campaign.

      Ed Keller, CEO of Engagement Labs, said: "In the case of Apple, it is clear that the company really made the most of its product launch for the Apple Watch."



      Consumer conversations are a proven driver of critical business outcomes, including sales.

      Tracking, measuring, and benchmarking the impact of conversations happening around a brand and industry -- both online and offline -- is key to the brands success.

      Guest Authored By Eileen Brown. Eileen is a social business consultant who has been working with collaborative technologies for 20 years. Eileen creates the social business, energizes communities and ignites social commerce and social CRM. She develops social business strategy, customer reach and online branding. Her book, Working The Crowd: Social Media Marketing for Business, is available on Amazon. She is a regular speaker at conferences around the world, maintains a blog Here. Follow Eileen on Twitter.




      Consumer conversations are a proven driver of critical business outcomes, including sales.

      Tracking, measuring, and benchmarking the impact of conversations happening around a brand and industry -- both online and offline -- is key to the brands success.."


        • Authored by:
          Fred Hansen Pied Piper of Social Media Marketing at YourWorldBrand.com & CEO of Millennium 7 Publishing Co. in Loveland, Colorado. I work deep in the trenches of social media strategy, community management and trends.  My interests include; online business educator, social media marketing, new marketing technology, skiing, hunting, fishing and The Rolling Stones..-Not necessarily in that order ;)

        Tuesday, July 25, 2017

        YOUR Social Media 2.5 Billion User Reach?


        Facebook Inc. (FB) and other social media company investors have another thing to cheer about: a potential 8% increase in the number of users that access a social network at least once a month this year..


        That’s according to research firm eMarketer, which is out with a new forecast that pegs the number of social media monthly active users (MAUs) at 2.46 billion individuals, or one third of the global population in 2017.

        Put it another way, it's 71% of worldwide internet users and marks an 8.2% increase from a year ago. "For much of the world, social networks are a way to stay connected with friends and family," said Corey McNair, forecasting analyst at eMarketer in a report highlighting the new forecast. (See also: Google and Amazon Take a Page From Social Media's Playbook.)

        Cheap Phones and Wi-Fi

        Driving the growth of new users isn’t a move on the part of the leading social media companies including Facebook, Twitter Inc. (TWTR) and Snap Inc. (SNAP) to embrace video content on their platforms but the increased adoption of mobile phones by people around the globe. eMarketer said in its report that most of the user growth is thanks to the widespread availability of lower cost mobile phones, increased access to Wi-Fi and the expansion of 3G and 4G networks around the world.



        Some of the regions taking advantage of these trends and are forecast to be big consumers of social media include the Asia Pacific region, Latin America, the Middle East and Africa. This year eMarketer said 81.8% of social media users will access the platforms via mobile devices.

        By 2021, that’s expected to increase to 86.7%. In areas where social media has long been a part of consumers' daily lives, growth isn’t expected to be that big, with the research firm predicting social network user growth of 2.9% in the U.S. and 3.4% in Europe in 2017.

        The researchers noted those growth forecasts underscore the fact that embracing video content isn’t a driver of new users in established markets.

        Among the growth markets for the social media companies, the research firm pointed to China as an area that should have a huge uptick in users. eMarketer raised its forecast significantly in that country due to new data that shows growth, particularly with people 45 and older, is outperforming the firm’s expectations.



        It also upped the number of MAUs logging on at least once a month in India. The new forecast comes at a time when Facebook has hit a record, surpassing 2 billion active monthly users in late June.

        To hit the next billion, which will be tougher to do, the company is setting its sights outside the U.S. and Europe and in places like China where its been banned since 2009. (See also: Facebook Hits 2B Users: Will China Get It to 3B?)

        Guest Authored By Donna Fuscaldo. Donna is a freelance journalist hailing out of Long Island, New York. Donna writes for numerous online publications including Bankrate.com, Glassdoor.com, Goodcall.com,  and SigFig. As a personal finance reporter for years, Donna provides invaluable advice on everything from saving money to landing that dream job. Previously, Donna was an equities reporter for Dow Jones Newswires and a special contributor to the Wall Street Journal. Follow Donna on Twitter.





        71% of worldwide internet users and marks an 8.2% increase from a year ago.

        "For much of the world, social networks are a way to stay connected with friends and family," said Corey McNair, forecasting analyst at eMarketer in a report highlighting the new forecast.

        (See also: Google and Amazon Take a Page From Social Media's Playbook..)"


          • Authored by:
            Fred Hansen Pied Piper of Social Media Marketing at YourWorldBrand.com & CEO of Millennium 7 Publishing Co. in Loveland, Colorado. I work deep in the trenches of social media strategy, community management and trends.  My interests include; online business educator, social media marketing, new marketing technology, skiing, hunting, fishing and The Rolling Stones..-Not necessarily in that order ;)