Archive for the ‘IBM Social Sentiment Index’ Category
The Most Social Batsman
IBM has taken its social analytics capabilities to the subcontinent.
If you’ve ever visited India, you know that the name of the game there is cricket.
So IBM applied its advanced analytics and natural language processing capabilities recently to try and get underneath the “social sentiment” around that country’s leading cricket stars.
With little question, Master Blaster Sachin Tendulkar continues to rule the game of cricket, both on the pitch and on social networks, and is followed by captain Mahendra Singh Dhoni and opening batsman Murali Vijay.
This all on the even of the last test match in the ongoing Border-Gavaskar cricket series between India and Australia.
Ravinda Jadeja came out on top as India’s most popular bowler for the match, but nonetheless, it was Tendulkar who consistently lead the social conversation during the period.
A whopping 50 percent of the public sentiment revolved around his batting performance, followed by other that topics that include his past records (which are virtually endless), his stature, and his retirement plans, among others.
The index further revealed that negative sentiment towards Captain Dhoni was high at the beginning of the first match.
However, his on field performance is reflective of how public sentiments changed making Dhoni the most positively referenced player in the series. Another interesting highlight was the emergence of Shikhar Dhawan on the social networks after his debut century — within 5 days, there was 200 percent growth in his online conversations.
For the first time, IBM applied advanced analytics software and natural language processing to cricket to build a social score board for the Indian Players based on the intensity of the sentiment and volume of online conversations.
Over 1.2 lakh posts (~ 120,000) on a variety of platforms including Facebook, Twitter, YouTube and the blogging community were analysed during the first three matches in the current series.
Speaking about IBM’s Social Sentiment Index, Virginia Sharma, Vice President, Marketing & Communication, IBM India/South Asia, said of the effort:
“IBM is changing the game — both in business and in sports. By applying the social sentiment lens to cricket that has a multi-screen experience, we demonstrated how analytics can provide real time exciting insights into public preferences. This can be leveraged by organizations across the media, entertainment and sports industries to better understand their audience, determine endorsement values, and deliver effective marketing campaigns for their businesses”.
About the IBM Social Sentiment Index
The IBM Social Sentiment Index uses advanced analytics and natural language processing technologies to analyze large volumes of social media data in order to assess public opinions.
The Index can identify and measure positive, negative and neutral sentiments shared in public forums such as Twitter, blogs, message boards and other social media, and provide quick insights into consumer conversations about issues, products and services.
Representing a new form of market research, social sentiment analyses offer organizations new insights into Big Data that can help them better understand and respond to consumer trends.
Go here for more information about IBM Social Analytics technology.
Written by turbotodd
March 22, 2013 at 9:31 am
Posted in 2013, cricket, IBM Social Sentiment Index, india, social analytics, social media
Tagged with business analytics, cricket, india, sachin tendulkar, social media, social sentiment
A Steampunk Renaissance
Steampunk: A sub-genre of science fiction that typically features steam-powered machinery, especially in a setting inspired by industrialized Western civilization during the 19th century.
That’s how Wikipedia characterizes the phenomenon.
And based on an analysis of more than a half million blog public posts on message boards, blogs, social media sites, and news sources, IBM predicts that “steampunk” will be a major trend to soon bubble up and take hold in the retail industry.
Through its sentiment analysis, IBM has found that steampunk is evolving into a cultural “meme” via a series of leaps across cultural domains (such as fiction, visual arts, etc.)
A combination of science fiction and fantasy, steampunk is a sub-genre based around gothic machinery and the industrialized civilization of the 19th century.
Using advanced analytics, IBM has been able to track the spread of trends geographically, chronologically, and now, culturally. From 2009 to 2012, the amount of steampunk chatter has increased eleven-fold.
Since 2010, more than two dozen U.S. department stores and specialty retailers have become steampunk savvy. During the next two years, IBM predicts that steampunk will shift from low production, high cost “craft” manufacturing to mass production.
Following are a few of the sound bytes that support this forecast:
- 33 percent of online fashion chatter around steampunk can be found on gaming sites
- 2010 saw a year on year increase in chatter of 296 percent. This increase can be attributed to steampunk-inspired NYC ComicCon events in October of 2010
- Twitter is the #1 social network for steampunk chatter; hosts six times the number of discussions as Facebook
- 63 percent of fashion discussions around steampunk are initiated by individuals less than 30 years old
- 55 percent of social sentiment chatter for steampunk fashion derived by blogs
“Smart retailers are using social analytics to better understand, predict and shape consumer demand for “must-have” products before a particular trend gets saturated in the marketplace,” said Trevor Davis, Consumer Products Expert with IBM’s Global Business Services. “By staying ahead of a trend as it develops, a retailer can more effectively control critical merchandizing, inventory and planning decisions. Technology can provide tremendous foresight to help businesses differentiate what is a fleeting fad, versus what is an enduring trend.”
About the IBM Social Sentiment Index
The IBM Social Sentiment Index uses advanced analytics and natural language processing technologies to analyze large volumes of social media data in order to assess public opinions.
The Index can identify and measure positive, negative and neutral sentiments shared in public forums such as Twitter, blogs, message boards and other social media, and provide quick insights into consumer conversations about issues, products and services.
Representing a new form of market research, social sentiment analyses offer organizations new insights that can help them better understand and respond to consumer trends. IBM’s social sentiment capabilities are delivered on an industry-leading big data platform that can access, store and analyze any data regardless of how fast it is moving, what type it is, or where it resides.
For more information about IBM Social Sentiment Index, please visit www.ibm.com/social-sentiment. Follow the conversation at #IBMIndex on Twitter.
Written by turbotodd
January 14, 2013 at 5:56 pm
Posted in 2013, IBM Social Sentiment Index, market research, retail, social analytics, social network analysis
Tagged with ibm social sentiment index, retail, social sentiment, steampunk
The Bigger Picture
I was laid up most of this past weekend with allergies and a related head cold, so I didn’t make it out to the golf course or even to the Austin green belt for some mountain biking.
But I did spend a lot of time watching sports on TV, starting with the Cotton Bowl on Friday night, some English Premier League games on Saturday morning, some NFL wild card games on Saturday afternoon, some FA cup games Sunday morning, and then more NFL games yesterday.
It was a footballers weekend, and because of the rains and winds acting up in Hawaii, I missed most of the first PGA event of the year (but I have that one on DVR!)
To top it all off, I watched “Jurassic Park” again for the first time since when it first came out in 1993 (Loved those DOS prompts on the computer screens for the park’s security systems!)
All this TV watching got me to thinking about the coming Consumer Electronics Show in Las Vegas. Seems like everyone I know is asking me if I’ll be there. For the millionth time, no.
I’ve never been to CES, have no compelling business reason TO go, and nobody’s given me any free tickets, so I shan’t be going anytime soon. But if you are going, have a nice time and enjoy the multitudes. I see all those crowds, it gives me flashbacks to Comdex. If you’ve never heard of Comdex, well, sorry, I can’t help you.
Most of what I want to learn from CES I can get from the blogs and media coverage, in any event.
Starting with this piece from The New York Times, suggesting that TV makers had better kick it into high gear and move on to the new new thing when it comes to TV watching.
The net of it is is that 3D had its day and there wasn’t enough content to keep people paying a premium for 3D sets, and now “Ultra HD” is the big thing (although the premium demanded for Ultra HD sets will likely keep that a marginal segment of the market for some time).
That leaves the Internet-enablement of TV sets as a logical next push, which, while on its face seems logical, has eluded some pretty smart folks for some time (including the folks at Google).
Me, I’m not so sure I want my TV to become anymore Internet-enabled than it already is. I’ve tried Roku, Apple TV (both gens), and now have a Sony BlueRay player that includes some Internet enablement, and I’m about as enabled as I want to be.
For me, TV is still a relaxing, kick-back experience, save for the few times when I pull out the Wii for some quick tours of “Call of Duty.” My active screen experience is reserved mostly for my computer and/or smartphones.
The TV is the “dumb” box. I’m not sure I want it to get much smarter.
But even if it were to get smarter, the first thing I’d want it to do is find more content, AND the kind of content that I like to watch.
Thus far, even with Netflix, that seems too genius for the propeller heads to have properly figured out.
So, before the TV manufacturing whizzes go off and start to build bigger, bolder, wider, and more “interactive,” don’t forget presenting the basics of filmed entertainment.
We’ll see, and soon enough.
As for CES, if you don’t know much about it and want to know more, Gizmodo provides this useful page giving us a little background. I find that they, CNET, and Engadget have pretty good rundowns of the goings on there.
The event starts tomorrow and runs through this Friday.
Written by turbotodd
January 7, 2013 at 2:55 pm
Posted in consumer electronics, entertainment, IBM Social Sentiment Index, television
Tagged with apple tv, CES, consumer electronics, entertainment, television, tv
Cyber Monday: Online Shopping Reaches An All-Time High

For this year’s “Cyber Monday,” the average order value was $185.12 and shopping peaked at 11:25 EST. Department store sales online were up 43.1% over 2011.
Greetings. I’m back from celebrating my parent’s 50th wedding anniversary on the high seas of the Gulf of Mexico.
Alas, due to my shipbound nature, I wasn’t able to participate in the annual cyber holiday shopping extravaganza. Internet access on the high seas is both expensive and slow, and hey, this was a semi vacation for me, so being online would have been too much like work.
I did make some local economic contributions in port, in both Progreso and Cozumel, by shopping with the local vendors and in the duty free shops, so I can come out of the initial holiday shopping festivities without much guilt.
But if you missed the press coverage earlier in the week, I did want to share results from the IBM Digital Analytics Benchmark, part of IBM’s Smarter Commerce initiative and an excellent view into the behaviors and trends of holiday cyber shoppers.
The headline, of course, was the size of the market, with holiday shoppers turning the 2012 “Cyber Monday” into the biggest spending day ever, with growth coming in at 30.3 percent over the same period last year.
With an increase in online sales across multiple channels, the digital consumer took center stage.
Retailers, marketing departments and chief marketing officers (CMO) delivered a consistent customer experience across multiple channels from mobile devices, to online and to the show floor leading to the record shopping day.
Some of the other trends that were revealed:
- Shopping Peaks at 11:25am EST: Consumers flocked online, with shopping momentum hitting its highest peak at 11:25am EST. As in 2011, consumer shopping also maintained strong momentum after commuting hours on both the east and west coast.
- Mobile Shopping and Mobile Traffic Increase: On Cyber Monday more than 18 percent of consumers used a mobile device to visit a retailer’s site, an increase of more than 70 percent over 2011. Mobile sales reached close to 13 percent, an increase of more than 96 percent over 2011.
- The iPad Factor: The iPad continued to generate more traffic than any other tablet or smartphone, driving more than 7 percent of online shopping. This was followed by iPhone at 6.9 percent and Android 4.5 percent. The iPad also continued to dominate tablet traffic reaching a holiday high of 90.5 percent. Amazon Kindle leapt into second at 2.6 percent followed by the Samsung Galaxy at 2 percent and the Barnes and Noble Nook at 0.6 percent.
- Multiscreen Shopping: Consumers shopped in store, online and on mobile devices simultaneously to get the best bargains. Overall 58.1 percent of consumers used smartphones compared to 41.9 percent who used tablets to surf for bargains on Cyber Monday.
- The Savvy Shopper: While consumers continued to spend more, they once again shopped with greater frequency to take advantage of retailer deals as well as free shipping. This led to a drop in average order value by 6.6 percent to $185.12. However, the average number of items per order increased 14.1 percent to 8.34 compared to Black Friday.
- Social Sales: Shoppers referred from Social Networks such as Facebook, Twitter, LinkedIn and YouTube generated 0.41 percent of all online sales on Cyber Monday, a decrease of more than 26 percent from 2011.

Sales on mobile devices accounted for 12.9% of all Cyber Monday sales this year, with the iPad continuing to lead the tablet shopping pack at 90.5 percent share.
Here’s what my colleage Jay Henderson, strategy director for IBM’s Smarter Commerce initiative, had to say about this year’s Cyber Monday:
“Cyber Monday was not only the pinnacle of the Thanksgiving shopping weekend but when the cash register closed it officially became the biggest online shopping day ever. Retailers that adopted a smarter marketing approach to commerce were able to adjust to the shifting shopping habits of their customers, whether in-store, online or via their mobile device of choice, and fully benefit from this day and the entire holiday weekend.”
Cyber Monday sales growth was led by several industries which include:
- Department stores continued to offer compelling deals and promotions that drove sales to grow by 43.1 percent over Cyber Monday 2011.
- Health and Beauty sales increased 25.1 percent year over year with consumers once again choosing to pamper themselves this holiday.
- Home goods maintained its momentum this year, reporting a 26.8 percent increase in sales from Cyber Monday 2011.
- Apparel sales were also strong this holiday with Cyber Monday numbers showing an increase of 25.3 percent over 2011.
These trends were based on findings from the IBM Digital Analytics Benchmark, the industry’s only cloud-based Web analytics platform that tracks more than a million e-commerce transactions a day, analyzing terabytes of raw data from 500 retailers nationwide.
Analysis of public social media content came from the IBM Social Sentiment Index, an advanced analytics and natural language processing tool that analyzes large volumes of social media data to assess public opinions.
With this data IBM helps chief marketing officers (CMOs) better understand and respond to the needs of each individual customer, improving sourcing, inventory management, marketing, sales and services programs.
So What Does It All Mean?
First of all, e-commerce is alive and well, with the 30+ percent increase in online sales suggesting more people than ever are not only comfortable with e-commerce, they’re confident in the economy and willing to open up their pocketbooks, even as they aggressively looked for deals online and off.
The mobile juggernaut continues, with Apple enjoying the most notable e-shopping platform in the form of the iPad, but retailers have to continue to strive for synergy between the online and brick-and-mortar experience, as customers are still coming into stores, but only once they’ve first done research via their PCs or mobile devices. We are definitely in an age of the Informed Consumer.
Though the social referrals number may seem somewhat low, and despite the decrease in social referrals year over year, Facebook and other platforms continue to play a vital and instrumental role in providing word-of-mouth recommendations about products and services. Retailers ignore those social presences at their peril.
Apparel shopping online has moved increasingly into the mainstream, with more customers than ever comfortable with the idea of buying clothing and other apparel accessories “sight unseen.”
And finally, and probably most importantly for retailers trying to understand consumer behavior in the grander scheme of things — and as the IBM Digital Analytics Benchmark itself observes — there’s a lot to be learned in the aggregate analysis of all these transactions.
Big data is here, and it looks as though it’s here to stay, particularly in the retail industry.
Whether it’s trying to better understanding “day parts” (the time of day people were most active shopping online), or the device footprint (Have you created an enhanced experience for all those millions of iPad shoppers??), sifting through and analyzing all this cyber shopping data presents both challenge and opportunity, and those retail clients who synthesize, then optimize, their online shopping experiences based on these changing behaviors will be the ultimate holiday shopping season victors.
Written by turbotodd
November 30, 2012 at 8:09 pm
Posted in business analytics, holiday shopping, IBM Social Sentiment Index, ibm software, mobile internet, mobile marketplace, smarter commerce, social commerce, social media
Tagged with big data, cyber monday, holiday benchmark, ibm digital analytics, mobile computing, retail, smarter analytics, smarter commerce
IBM Retail Online Index: Mobile Up, Social Down
If you’ve been following the mobile and social space, and especially if you own your own smartphone, you know the impact that that increased mobility means in terms of your ability to conduct business –- personal and professional –- while on the go.
Now, IBM has some empirical data that indicates those behavioral changes due to smartphone adoption are occurring on a more massive scale.
The IBM Retail Online Index, a cloud-based analysis of the online retail sector, integrates factual marketplace data from its analytics offerings, including the Benchmark, with insights from the IBM Social Sentiment Index, an advanced analytics and natural language processing tool that analyzes large volumes of social media data to assess public opinions.
The combination of these two offerings provides the most accurate and immediate snap shot on the state of the online retail market.
According to the latest IBM Retail Online report, mobile shopping rose while social media sales fell, providing an indication of where US retailers may invest in order to capture the attention and loyalty of the digital consumer. The IBM Retail Online Index reported that retailers experienced 15 percent growth in sales from mobile devices but saw a 20 percent decline in sales traced to social media based on a much smaller base over this three-month period.
This report follows today’s news from the U.S. Department of Commerce’s Census Bureau which announced its estimates of U.S. retail and food services sales. According to the findings, retail sales fell 0.5 percent in June from May, the third straight month sales have been down from the month before. On a positive note, June 2012 sales were 3.8 percent above the pace of June 2011.
IBM’s Retail Online Index: Mobile Commerce Now 15% Of All Online Purchases
IBM’s Retail Online Index identified several trends of importance to chief marketing officers (CMO), e-commerce leaders and customer service professionals. Over the second quarter consumers continued to embrace mobile devices as a shopping tool, with mobile commerce accounting for 15.1 percent of all online purchases, an increase of more than 14 percent. Despite this momentum retailers are still struggling to sustain substantial success with their social media efforts, evidenced by a more than 20 percent drop in social shopping.
According to IBM’s State of Marketing 2012 survey, one explanation for social commerce’s failure may be the absence of a CMO and CIO alliance which is critical as marketing and online commerce become increasingly technology-driven. The lack of this alliance hinders the deployment of integrated technologies capable of fueling effective social media efforts.
A second factor is marketing’s inability to form a clear consensus on how to utilize social channels. As a result, the retail online index saw a decline in positive sentiment around social media, which according to the online index dropped from 25.1 percent in Q1 to 18.6 percent in Q2. Leading factors for this shift were the lack of deals being offered by retailers through these channels, which were more prevalent in Q1.
More Shoppers Are Multi-Channel, Mobile And Social
“Shoppers today are shifting from a singular online approach to a multi-channel experience that includes both mobile and social media. As a result, retailers must be prepared to connect with their customers on all fronts, or lose them to the competition,” said Craig Hayman, General Manager, IBM Industry Solutions. “As we enter the home stretch for the 2012 holiday season, we will continue to watch how CMOs and CIOs tackle these challenges and create social media efforts that deliver value to the customer while driving revenue for the business.”
Over the second quarter, while online traffic and sales for Q2 were down 6.7 percent and 2.3 percent from Q1 respectively, there were signs of optimism. Specifically, for completed orders, shoppers bought more items (average items per order grew 2.6 percent) and spent more for each transaction (average order values for each purchase grew by 2.3 percent) over the second quarter.
Part of IBM’s Smarter Commerce initiative, the Retail Online Index draws data and insights from IBM’s big data offerings to provide the industry’s most comprehensive look into the pulse of online retail through traditional and social media channels. The index analysis for second-quarter 2012 reveals the following trends:
Online Retail Sales for Q2 2012 versus Q1 2012:
- Consumer Spending: Total online sales for the quarter were down 2.3 percent over Q1 2012.
- Average Order Value: The average value for each order in Q2 grew by 2.3 percent.
- Items Per Order: The average number of items per order increased by 2.6 percent.
- Page view Per Session: Page views per session dropped by 2 percent to 6.4 pages.
- Mobile Sales: Sales from mobile devices reached 15.1 percent, up from the 13.3 percent in Q1 2012.
- Mobile Devices: While Apple’s iPhone continued to rank one for mobile device retail traffic at 8.2 percent, Android surpassed the iPad which finished at 6.8 percent and 6.7 percent respectively.
- Social Traffic: Shoppers referred from social networks generated 1.3 percent of all online traffic over Q2 2012, a slight increase from the 1.1 percent seen the previous quarter.
- Social Sales: Shoppers referred to retailer sites from social networks generated 1.9 percent of all online sales over Q2 2012, a decrease from the 2.4 percent seen in Q1.
Online Retail Categories for Q2 2012 versus Q1 2012:
- Consumers further intensified their focus on the home with home goods sales growing by 35.3 percent in Q2.
- Department stores continued to catch the attention of consumers with sales growing 3.7 percent
- Jewelry stores maintained its upward track with sales growing by 1.4 percent.
Consumer Sentiment for Department Stores for Q2 2012 versus Q1 2012 based on the IBM Social Sentiment Index:
- Social Media: A potential result of retailers failing to deliver compelling campaigns through these channels, positive sentiment around social media dropped by 6.5 percentage points, from 25.1 percent in Q1 to 18.6 percent in Q2.
- Loyalty and Pricing: Where sales and clearing inventory were priorities in Q1, retailer prices returned to more normal rates in Q2, a shift that fueled negative sentiment around pricing which grew by 2.1 percentage points. These factors also impacted consumer loyalty where negative sentiment grew by 2.1 percentage points.
About IBM Smarter Commerce
IBM’s Smarter Commerce initiative delivers software and services to help companies transform their business processes to more quickly respond to shifting customer demands in today’s digitally transformed marketplace. The initiative is driven by the demands from organizations who are increasingly looking for ways to bring new levels of automation to marketing, sales and fulfillment to secure greater customer loyalty. The growth of mobile, social and online commerce are key trends within Smarter Commerce.
You can learn more about IBM’s Smarter Commerce initiative here.
Written by turbotodd
July 17, 2012 at 5:27 pm
Posted in big data, business intelligence, ceo study, cio study, cloud computing, customer experience, customer service, digital marketing, enterprise marketing management, IBM Social Sentiment Index, mobile internet, mobile marketplace, smarter commerce
Tagged with cio, cmo, ibm, ibm retail online index, smarter commerce, social media