Author and Download:
http://blog.resonateinsights.com/white-paper-motivations-in-the-marketing-mix/
What’s the difference between a consumer and a customer? Motivation.
Please, download document from original source. Document here for study purposes and personal use.
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I prepared this presentation in January, 2010 as a means for convincing the leadership of the Georgia National Guard that the integration of a comprehensive social media strategy was absolutely necessary if we were to optimize content exposure, reach and influence.
The content of this presentation aims at showing "technology immigrants" just how vast the reach of major social media really is.
Author and Download:
http://blog.resonateinsights.com/white-paper-motivations-in-the-marketing-mix/
What’s the difference between a consumer and a customer? Motivation.
Please, download document from original source. Document here for study purposes and personal use.
Five Tools to Know About When Developing Software for Social NetworksAltoros
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I prepared this presentation in January, 2010 as a means for convincing the leadership of the Georgia National Guard that the integration of a comprehensive social media strategy was absolutely necessary if we were to optimize content exposure, reach and influence.
The content of this presentation aims at showing "technology immigrants" just how vast the reach of major social media really is.
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Jimmy Maymann, President, Content and Consumer Brands, AOL and former CEO, The Huffington post, explores key trends and pressures in a shifting media landscape.
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Learn how people get, create and distribute news,
and how people interact with media, from breaking
TV news to Google search to Facebook. Learn how
personal brand-driven journalism is changing audience loyalty and how Foursquare and augmented reality will shape the future of journalism.
This presentation was given by David Erickson & Natalie Wires of Tunheim Partners (http://tunheim.com ) for the Associated Collegiate Press' National College Summer Journalism Workshops held at the University of Minnesota on July 23, 2010.
David Erickson blogs at http://e-StrategyBlog.com and can be found on Twitter at http://twitter.com/derickson
Natalie Wires blogs at http://NatalieWires.com and can be found on Twitter at http://twitter.com/nataliewires
This presentation brought to you by MavenSocial will show you:
1) Peer-to-Peer advertising (Digital) vs. Traditional advertising
2) The importance of peer-to-peer sharing via social media
3) Industry examples
a. Procter & Gamble
b. Nike
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- Solutions to these Disruptions in Email-centric Marketing
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Learn how people get, create and distribute news,
and how people interact with media, from breaking
TV news to Google search to Facebook. Learn how
personal brand-driven journalism is changing audience loyalty and how Foursquare and augmented reality will shape the future of journalism.
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David Erickson blogs at http://e-StrategyBlog.com and can be found on Twitter at http://twitter.com/derickson
Natalie Wires blogs at http://NatalieWires.com and can be found on Twitter at http://twitter.com/nataliewires
This presentation brought to you by MavenSocial will show you:
1) Peer-to-Peer advertising (Digital) vs. Traditional advertising
2) The importance of peer-to-peer sharing via social media
3) Industry examples
a. Procter & Gamble
b. Nike
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Different from a Random Utility Model (RUM), a Random Regret Model (RRM) assumes consumers take the context of a choice into account: choosing an option that minimizes regret on a few pertinent options, rather than maximizing utility. For some consumers, RRM may better represent how choices are made. Jeroen and Aaron showed how to combine RUM and RRM to yield the best predictive validity.
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This is a final year project report on Ebola Virus Disease.....
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burden of workplace accidents. A consensus among scholars attributes a substantial portion of these incidents to
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This is the place where you become a Digital Marketing Expert.
2. www.socialflow.com • August 2014 • 1
OVERVIEW
Companies face stiff competition in getting their messages into
the social feeds of consumers. The number of users and posts
being published continues to rise1
, while the number of hours
users have to consume content remains relatively fixed.
1
See http://trib.al/l7ocxXS and http://trib.al/InKRjk7 for indicators of user and message growth on Facebook and Twitter, respectively.
2
Reach is readily available on Facebook but generally can only be estimated on Twitter.
It is against this backdrop that SocialFlow analyzed
trends from a database of more than 1.6 million
organic social posts from leading publishers,
marketers, and agencies. We found that even
with the competition, companies continue to
achieve significant reach and generate substantial
engagement with organic (non-paid) social posts.
The 1.6 million posts analyzed were published
through the SocialFlow platform to Facebook,
Twitter, and Google Plus between April 1 and July
31 of this year. These posts reached more than
361 million unique users and generated nearly 1.5
billion social actions.
For the purposes of this study, performance was
measured in terms of reach (impressions) and
engagements (the sum of clicks and all other
social actions). More direct measures of marketing
success, such as brand awareness, purchase
consideration, and actual conversion, would be
desirable but were beyond the scope of this study.
The results of this publishing clearly demonstrate
the continued potential of social media to reach
large audiences, and they run counter to an
emerging belief that organic reach on social
networks can no longer be effective.
We also found substantial differences between the
types of companies and the methods by which the
posts are made.
These findings suggest that companies
significantly alter the way they approach organic
publishing. As social networks continue to see
growth in usage and volume, the competition for
consumer attention will only become more intense.
Companies that take advantage of smarter,
Data-Driven approaches will likely outperform
competitors that do not embrace such tactics.
1. Organic social posting can still deliver
substantial reach and engagement, but there
is a steep drop-off from the best-performing
posts to the “long tail.”
2. Data-Driven posts deliver 91% greater
reach and 25% greater engagement than
Scheduled posts.
3. Real-Time posts provide substantial benefit
to Media and Entertainment companies, but
do not benefit marketers in Technology,
Retail, Fashion, Healthcare, and Non-Profit
verticals.
Key Findings
3. www.socialflow.com • August 2014 • 2
How Data-Driven social posting works
1 2
3 4
Create multiple pieces of social content. Feed the posts into software that predictively
scores and ranks them.
The right message is automatically published
to the right audience at the right time.
The posts are sorted in real-time based on
your business rules and the activity of your
specific social audiences.
1 2
3
4
5
6
4
26
3
51
How Data-Driven Social Posting Works
Shifting from Scheduling posts to a Data-Driven approach requires a different mindset.
It’s a bit like moving from meals every day at a fixed time, to instead eating meals when
you’re actually hungry. Only in this case, it’s when your audience is hungry for content.
4. www.socialflow.com • August 2014 • 3
100%
90%
80%
70%
60%
50%
40%
30%
20%
10%
0%
TECHNOLOGY
RETAIL
FASHION
HEALTHCARE
NON-PROFIT
MEDIA
ENTERTAINMENT
Scheduled
Real-Time
Data-Driven
Method of publishing social posts, by industry vertical
PERCENTAGEOFPOSTS
This chart illustrates, by industry vertical, how companies in the data set publish their social messages.
Technology and Retail companies publish more than 90% of their posts using Data-Driven optimization;
Media and Entertainment companies use more Scheduled and Real-Time posts.
How Industries Currently Publish
This chart illustrates, by industry vertical, how companies in the data set publish their
social messages. Technology and Retail companies publish more than 90% of their posts
using Data-Driven optimization; Media and Entertainment companies use more Scheduled
and Real-Time posting.
Data-Driven Post: A post whose time of
publication is determined by predictive algorithms.
(Business rules, such as publishing minimums and
frequency caps, can be used to calibrate the Data-
Driven approach to specific business needs.)
Real-Time Post: A post that is published
immediately upon completion. Real-Time posts
are typically thought of in the context of Real-Time
Marketing.
Scheduled Post: A post that is scheduled to go
out at a specific time.
Organic Reach: The impressions a post receives
without any paid advertising dollars. Also referred
to as Owned Reach.
Paid Reach: The impressions a post receives
resulting from paid advertising.
Earned Reach: The result of users sharing
your content. Also known as Viral Reach or
Word of Mouth. Both Owned and Paid posts can
generate Earned Reach.
Glossary
5. www.socialflow.com • August 2014 • 4
BACKGROUND AND APPROACH
SocialFlow provides technology that powers the distribution of content to social networks. Marketers,
agencies, and publishers use our platform to more effectively distribute their content to social networks,
and we power the distribution of millions of posts to Facebook, Twitter, and Google Plus.4
This provided
us with the data on which this analysis is based.
SOCIAL NETWORK
Facebook
Twitter
Google Plus
Total
192,790
541,940
43,470
778,200
109,760
235,700
22,770
368,230
59,130
371,080
51,510
481,720
361,680
1,148,720
117,750
1,628,150
TYPE OF POST:
DATA-DRIVEN REAL-TIME SCHEDULED TOTAL
Analysis of data
Dates: April 1, 2014 – July 31, 2014
Unique Users Reached: 361 million
Clicks and Social Actions: 1.45 billion
Analysis of Data
The data set consisted of 1,628,150 social posts, published from April 1, 2014 to July
31, 2014. For the purposes of this study, performance was measured in terms of reach
(impressions) and Engagements (the sum of clicks and all other social actions).
3
We launched the ability to Publish to LinkedIn late in Q2, and as such did not have enough data to include in this study.
We expect to include LinkedIn in future reports.
4
Facebook mobile users (http://trib.al/F7rq2cp); Twitter mobile users (http://trib.al/2sazvGC).
SocialFlow provides technology that enables the
publishing of content into the feeds of users who
Like your Page (Facebook), Follow your Handle
(Twitter), or +1 your Page (Google Plus). We do this
both organically and with paid advertising dollars.
The feed is differentiated from Left Rail / Right Rail
advertisements, landing pages, and “Tabs” that were
hallmarks of the first generation of social platforms.
More than 78% of Facebook and 76% of Twitter
users are consuming content from mobile devices,4
and for mobile users, the feed is the extent of their
experience. Even desktop users spend the vast
majority of their time on social networks consuming
the feed.
About the Feed
Dates: April 1, 2014 – July 31, 2014
Unique Users Reached: 361 million
Clicks and Social Actions: 1.45 billion
6. www.socialflow.com • August 2014 • 5
Entertainment: Movie studios, professional sports
leagues, and gaming companies
Fashion: Clothing, cosmetics, and luxury brands
Healthcare: Hospitals, health maintenance
organizations, and specialty medical organizations
Media: Television networks, magazine and news-
paper publishers, digital-only publishers, and portals
Non-Profit: Foundations, educational institutions,
and non-governmental not-for-profit organizations
Retail: Companies with brick-and-mortar locations
Technology: Software, hardware, and system
integration companies
Types of Companies Included In Our Industry Verticals
FINDINGS
Finding #1: Organic social posting can still deliver substantial reach
and engagement, but there is a steep drop from the best-performing
posts to the “long tail.”5
900,000
800,000
700,000
600,000
500,000
400,000
300,000
200,000
100,000
0
Engagement of social posts,
stack ranked in descending order of performance
The level of engagement with nearly 1.4 million posts exhibits classic “Long Tail” behavior:
a few posts generate enormous engagement, and the rest generate more modest levels of engagement.
It is very difficult for anyone other than Media and Entertainment companies to generate these “blockbuster” posts.
ENGAGEMENTSPERPOST
PERCENT OF POSTS PERFORMING MORE POORLY
100% 99% 98% 97% 96% 95%
Engagement of social posts
As you can see from this image showing the ranking of post performance across all three
social networks, a small percentage of posts generate disproportionately large engagement.
5
See http://trib.al/GvJjSUC for an overview of the long tail phenomenon.
The level of engagement with nearly 1.4 million posts exhibits classic “long tail” behavior: a few posts generate enor-
mous engagement, and the rest generate more modest levels of engagement. It is very difficult for anyone other than
Media and Entertainment companies to generate these “blockbuster” posts.
7. www.socialflow.com • August 2014 • 6
Media and Entertainment companies tend to
dominate the “head” of this long tail, which is not
surprising given that their core businesses
are centered around informing, engaging, and
entertaining consumers, and they have vast
quantities of content.
Companies that take a Data-Driven approach to
their social publishing improve their effectiveness
in two significant ways:
• They are able to publish more content to social
networks—with little corresponding increase in
overall effort.
• Because there are more posts, companies
are better able to match their posts to the
types of content with which the audience is
already engaging.
The combination of these two factors makes the
Data-Driven social approach more effective than a
Scheduled approach.
Marketers in other industry verticals tend to have
content that falls somewhere on the long tail. Their
posts generally have lower engagement levels,
and as such, these marketers need a solution
that optimizes the social content in these sectors.
Success in the long tail can come from creating
many posts that are modestly successful.
Finding #2: Data-Driven posts deliver 91% greater reach and 25%
greater engagement than Scheduled posts.
1 2
Data-Driven Approach:
Publish more often with the same
effort—reaching more people.
Scheduling Social Posts:
The approach taken
by most companies today.
REACHPERPOST
REACHPERPOST
NUMBER OF SOCIAL POSTSNUMBER OF SOCIAL POSTS
90% more
reach for
Data-Driven
posts
1 2
Data-Driven Approach:
Publish more often with the same
effort—reaching more people.
Scheduling Social Posts
The approach taken
by most companies today.
REACHPERPOST
REACHPERPOST
NUMBER OF SOCIAL POSTSNUMBER OF SOCIAL POSTS
91% more
reach for
Data-Driven
posts
How Data-Driven social posting delivers better results
8. www.socialflow.com • August 2014 • 7
Reach and engagements per post for
Scheduled and Data-Driven posts
Data-driven social posting delivers 91% greater reach and 25% greater engagement than Scheduled posting
45,000
40,000
35,000
30,000
25,000
20,000
15,000
10,000
5,000
0
SCHEDULED
DATA-DRIVEN
REACHPERPOST
IMPROVEMENT IN REACH:
DATA-DRIVEN VS. SCHEDULED POSTS
2,500
2,000
1,500
1,000
500
0
SCHEDULED
DATA-DRIVEN
ENGAGEMENTPERPOST
IMPROVEMENT IN ENGAGEMENT:
DATA-DRIVEN VS. SCHEDULED POSTS
+91% +26%
Reach and engagements per post for
Scheduled and Data-Driven posts
Data-driven social posting delivers 91% greater reach and 25% greater engagement than Scheduled posting
45,000
40,000
35,000
30,000
25,000
20,000
15,000
10,000
5,000
0
SCHEDULED
DATA-DRIVEN
REACHPERPOST
IMPROVEMENT IN REACH
DATA-DRIVEN VS. SCHEDULED POSTS
2,500
2,000
1,500
1,000
500
0
SCHEDULED
DATA-DRIVEN
ENGAGEMENTPERPOST
IMPROVEMENT IN ENGAGEMENT:
DATA-DRIVEN VS. SCHEDULED POSTS
+90% +25%
Reach and engagements per post for
Scheduled and Data-Driven posts
Examples of the types of content that marketers are distributing
via Data-Driven social publishing
Data-Driven social posting delivers 91% greater reach and 25% greater engagement than scheduled posting.
9. www.socialflow.com • August 2014 • 8
Finding #3: Real-Time posts provide substantial benefit to Media and
Entertainment companies but do not benefit marketers in Technology,
Retail, Fashion, Healthcare, and Non-Profit verticals.
Media and Entertainment
Across the industry verticals we analyzed, Media and Entertainment companies were by far the most
prolific content producers. And while only 10% of their Real-Time posts outperformed Data-Driven posts,
the cumulative benefit for those 10% generated almost 90% of the total engagement.
For Media and Entertainment companies, successful Real-Time Twitter posts tended to be more time-
sensitive (in particular with regard to breaking news), although Real-Time posts also included cute/funny
animal stories, celebrity stories, and “news of the weird” updates. Successful Real-Time Facebook posts
tended to have less breaking news.
Interestingly, the Entertainment vertical uses Scheduled posting far more often than either Real-Time
or Data-Driven publishing, despite the fact that it generates the worst results. Our hypothesis is that the
scheduled nature of much entertainment programming drives this behavior; there is an opportunity for
these companies to revisit whether a portion of their Scheduled content would perform better as either
Real-Time or Data-Driven.
Examples of Real-Time posts from Media and
Entertainment companies that generated high
levels of engagement.
10. www.socialflow.com • August 2014 • 9
Technology, Retail, Fashion, Healthcare, and Non-Profit
Marketers in these verticals did not see similar performance with Real-Time posts. This type of marketer
fared much better when they allowed Data-Driven algorithms to maximize the value of their content.
The Technology and Retail verticals have been
the most aggressive at embracing Data-Driven
publishing. The eight companies with a substantial
presence in our data set
• Scheduled only 1.5% of their content
• Published Real-Time 6.9% of the time
• Used Data-Driven optimization for the
remaining 91.6% of posts
This perhaps suggests that marketers in these
verticals display a greater receptiveness to
Data-Driven approaches than marketers in other
verticals.
Engagements per post for
Real-Time and Data-Driven
Posts in selected verticals
A Data-Driven approach won’t turn bad
content good, but it will help make sure
that the content you do have reaches
its potential.
It is almost impossible for a human to
predict the best time to post to a social
network. Audiences shift in Real-Time,
and the types of content they are seeing
in their feed change just as quickly.
The best time to post to a social network
is when your audience is active on that
social network and interacting with
content that is like yours.
IMPLICATIONS
Implication #1: The scheduling of social posts is an ineffective use
of your content.
The data clearly show how ineffective it is to try to
guess when your audiences are active and likely to
pay attention to your message. But the scheduling
of posts is a well-established practice in many
companies, so this recommendation involves a
change in mindset as much as a change in the
actual timing of posts.
Engagements per Post for
Scheduled and Data-Driven
Posts All Verticals Excluding
Media & Entertainment
Marketers in Technology, Retail, Fashion, Healthcare,
and Non-Profit verticals saw Data-Driven posts perform
55% better than Real-Time posts.
1,400
1,200
1,000
800
600
400
200
0
ENGAGEMENTSPERPOST
Real-Time
DATA-DRIVEN
+55%
Marketers in Technology, Retail, Fashion, Health-
care, and Non-Profit verticals saw Data-Driven posts
perform 55% better than Real-Time posts.
11. www.socialflow.com • August 2014 • 10
Regardless of company type, Scheduled posts
perform the worst—both Data-Driven and Real-Time
posts deliver better reach and engagement. There
is simply no reason to schedule your posts. However,
the best method to distribute your content on social
varies depending on the type of company.
Most companies ask social media managers to
determine how and when to publish content to
social networks. Once you move to a Data-Driven
approach, the time that was spent on the “how” and
“when” can be reallocated back to content creation.
A Hidden Benefit
the top 10%
hile Scheduled
For companies in these verticals Data-Driven posts
perform the best, while Scheduled posts perform the worst.
ES
TECHNOLOGY, RETAIL, FASHION, HEALTHCARE,
AND NON-PROFIT COMPANIES
BESTPERFORMINGWORSTPERFORMING
Data-Driven Posts
Real-Time Posts
Scheduled Posts
Unless you are a media or entertainment
limit your use of Real-Time posting.
For Media Entertainment companies, the top 10%
of Real-Time posts perform the best, while Scheduled
posts still perform the worst.
For companies in these
perform the best, while
MEDIA ENTERTAINMENT COMPANIES
BESTPERFORMINGWORSTPERFORMING
The Top 10% of
Real-Time Posts
Data-Driven Posts
The Remaining 90%
of Real-Time Posts
Scheduled Posts
TECHNOLOGY, RETA
AND NON-PROFIT CO
BESTPERFORMINGWORSTPERFORMING
Data-Dr
Real-Tim
Schedu
Implication #2: Unless you are a Media or Entertainment
company, Real-Time posting is likely to be less effective than
Data-Driven optimization.
For Media and Entertainment companies, the best
performing Real-Time posts outperformed all other
posts, including Data-Driven posts.
But this does not hold true for marketers in the
other verticals we studied. If you are a marketer in
a vertical other than Media or Entertainment, your
best strategy is to use a Data-Driven approach
to slot your posts into the windows when they are
most likely to succeed.
If there is a notable cultural moment (e.g., a power
outage during the Super Bowl, a player biting
another player during a World Cup game) that
can be meaningfully tied to your brand, then by all
means try to capitalize on that “real-time” moment.
But it’s illustrative that these two success stories
tie to exceptional occurrences during game play at
two of the most significant sporting events in the
world.
Companies in these verticals Data-Driven posts perform
the best, while Scheduled posts perform the worst.
For Media and Entertainment companies, the top
10% of Real-Time posts perform the best, while
Scheduled posts still perform the worst.
12. www.socialflow.com • August 2014 • 11
One Real-Time tactic that we did see work for
marketers: social posts during live events. If your
company has a strong connection to the event or
is actively participating, then a Real-Time social
post can be an effective component of your overall
event strategy.
Successful Real-Time posts by
marketers are rare. Unless you are
a Media or Entertainment company,
you are better off limiting your
Real-Time posts.
Implication #3: Organic social publishing should be as Data-Driven
as the rest of your marketing.
The large majority of social posts for companies
would benefit from a Data-Driven, predictive
approach. An effective Data-Driven approach will:
1. Determine when your audience is available.
The audience for each of your social properties
ebbs and flows in real time. It is important to
identify audience windows and predictively and
statistically judge when the maximum benefit
will be realized from a post.
2. Identify the ever-changing mix of content
that is competing for attention in the feeds of
consumers that follow your properties. This
“co-follower behavior” is important because if a
substantial portion of a given audience over-
indexes, for example on @NYTimes, @NFL,
and @Yahoo, then insights can be gleaned into
at least a portion of the content that is showing
up in the feeds of your followers.
3. Judge whether the attention on a particular
topic is gaining or declining. Trying to insert
a message into a conversation that is on the
decline is not nearly as effective as inserting the
message into a conversation that is on the rise.
4. Map posts to the available windows using these
insights. The more content that is available, the
better this works, as there are better chances to
slot relevant content into available windows of
attention.
This is very difficult to do manually, and even if you
can execute it, the process is likely to be labor-
intensive. That is why Data-Driven optimization
software can add so much value.
We also have strong anecdotal evidence that a
Data-Driven approach results in more posts with
the same amount of effort. Rather than spending
time analyzing audiences, predicting content
windows, and trying to determine the best time to
post, social media staff can instead spend their
time creating more and better content.
13. www.socialflow.com • August 2014 • 12
AREAS FOR FUTURE STUDY
We identified a number of topics for further study, which we intend to
cover in future reports.
Paid Advertising
A growing number of marketers are allocating paid
dollars to the amplification of high-performing posts.
By taking the top 15-20% of posts and quickly
turning them into paid posts (Promoted Posts and/
or Promoted Tweets), we are able to routinely
generate outsized returns on paid advertising
budgets. Areas of future study will include:
• The gain in advertising efficiency that comes
from using organic publishing as a “click signal”
to guide paid spending
• How organic metrics such as reach and en-
gagement correlate to more tangible elements
of marketing value (brand awareness, purchase
consideration, and conversion)
• How media and entertainment companies can
leverage paid promotion to generate revenue
from their best-performing content.
81% of the posts in our sample were made in
English; the remaining posts were made in 51 other
languages, the most popular of which were Arabic,
Spanish, and Turkish. A preliminary analysis of the
data indicates that the benefits of a Data-Driven
approach extend across languages. A future study
will further examine the benefits of the Data-Driven
approach across languages.
Other Social Networks
Our findings are applicable across multiple social
networks, and we did not segment the results by
social network. We started supporting publishing
to LinkedIn toward the end of this study period and,
as such, did not have a comparable data set to
include. A future study will include this LinkedIn.
Content Recycling
More than 1% of the posts in this study were
“recycled,” meaning the exact post was published
more than once. Some days saw as much as 3-4%
of content being recycled. This tends to be more
prevalent on Twitter than on Facebook.
This is an emerging trend, and we predict that
content recycling will become more popular as
marketers struggle with the cost and effort of
content creation and the challenge of having their
messages seen against an increasing amount of
competition.
Areas of future study will include:
• Differences in content recycling practices
across social networks
• The degradation or increase in performance
associated with multiple posts
Our study included posts in 52 languages.
These languages comprised 1% or more of the
non-English posts in the data.
Arabic
Croatian
Danish
Estonian
Finnish
French
German
Hindi
Indonesian
Italian
Malay
Maltese
Persian
Portuguese
Russian
Spanish
Tagalog
Turkish
Urdu
Languages
14. ABOUT US
SocialFlow’s software uses Real-Time data, along with business rules
you set, to determine what and when to publish to your social media
properties. We allow you to manage both owned and paid social posts.
We take the guesswork out social media, replacing the scheduling of
content with actionable data about when your audience is active and
what they are engaging with on social right now.
Our algorithms are continuously sifting through millions of rows of
social data, developing predictive recommendations in real time. The
results are clear: increased engagement, increased click-through
rates, and less time spent by your team.
We license our technology on a Software-as-a-Service (SaaS) basis.
You and your extended team log in to our platform and manage your
content from any web or mobile browser.
www.socialflow.com • August 2014 • 13