Here's what you should learn from social media influencers for your own business marketing. Photo via Getty Images

Influencer marketing is booming, with companies allocating 10 to 25 percent of their advertising budgets to influencer-led strategies. Between 2016 and 2020, the number of sponsored posts rose from 1.26 million to 6.12 million, and overall spending in the past few years has grown by billions.

When partnering with online ambassadors, brands certainly want a large influencer audience. However, audience size does not necessarily reflect the amount influencers are paid. Influencers with similar-sized audiences can be paid very different amounts.

That’s partly because brands also want an engaged influencer audience. An influencer may have many followers, but if those followers don’t actively interact with content, the influencer’s reach is limited. Engagement metrics like comments, shares and “likes” are often a more reliable indicator of impact than follower count alone.

The problem brands face — no matter who the influencer is — is that sponsored posts typically see a plunge in engagement, making it difficult to measure their success. Very little research examines this effect and how influencers can mitigate it.

In a new study, Rice Business professors Jae Chung and Ajay Kalra take up this issue, along with Stanford professor Yu Ding. According to the researchers, one way of boosting engagement overall, even on sponsored content where engagement often falls, is for influencers to increase audience perceptions of authenticity, perceived similarity, and interpersonal curiosity.

Even in a world full of filters and careful staging, authenticity is a key differentiator for leaders, businesses and personalities. One powerful way of appearing true to one’s own personality or character is to effectively share life stories. But social media influencers walk a fine line between presenting their authentic selves and monetizing their platforms.

To attract followers and content sponsors, influencers must curate the images they share, the words they say, and the timing and cadence of their posts. It’s a delicate dance between providing value through a genuine audience connection and aligning with brand interests.

Here are three simple but powerful ways that influencers can boost engagement by highlighting close relationships:

  • Post photos that include one or two close friends or family members.
  • Mention friends and family in the caption.
  • Use first-person language (e.g., “I,” “my” and “we”).

Referencing close social ties is an especially powerful way to boost engagement. According to Professor Chung, “Intimate social ties can make influencers seem more authentic and sponsored messaging seem less transactional.” This effect holds true even when controlling for variables like gender, frequency of posting, use of emojis and hashtags, and audience familiarity with the influencer.

The team analyzed over 55,000 Instagram posts from 763 top influencers during the second half of 2019. One of their most distinctive findings is that, in terms of boosting audience engagement, the ideal number of faces in a photo is three — the influencer plus two friends or family members. For an Instagram audience, this numerical face count proves a surprisingly effective metric for assessing the closeness of relationships.

Influencers can also seem more genuine to followers by referencing intimate social ties in their captions. Terms like “grandpa,” “bestie” and “soulmate” give followers access to an inner circle usually reserved for loved ones, making them feel more connected and invested in the influencer’s world and worldview.

In one experiment, study participants were shown a series of Instagram posts supposedly written by actor Jessica Alba. Testing the impact of language on the perception of close ties, the researchers wrote three different captions for the same image. One caption mentions Alba’s daughter (“Styling by my daughter. Isn’t this outfit cute?”). Another references a distant tie (“Styling by designer Kelmen. Isn’t this outfit cute?”). A third post provided a baseline by indicating no ties at all.

Study participants were asked to select which posts they liked most. The results supported the research hypothesis. Posts mentioning close relationships are significantly more likable than posts mentioning distant ties or no ties.

The team also examined the impact of expressing emotion on Instagram. Does sharing feelings — either positive or negative — help or hurt audience engagement? Using the Linguistic Inquiry and Word Count (LIWC) language processing program, the researchers categorized and analyzed the strength and valence of emotion-related words and emojis (e.g., “love,” “nice,” “frustrated,” “sad”).

What they found is surprising. Expressing emotion boosts audience engagement, perhaps because it bridges a perceived gap of celebrity between influencer and audience. But what’s interesting is that negative emotions are more powerful than positive ones. According to the researchers’ dataset, negative emotions are expressed only 9.08 percent of the time, while positive feelings are shared 36.03 percent of the time. So, one way of interpreting the finding is that the comparative rarity of negative feeling could take some readers by surprise, and thereby incite a stronger sense of authenticity.

Importantly, all of these findings regarding audience engagement most likely apply to platforms where a gray line exists between private and public life.

And, on this note, the researchers warn against the potential for oversharing and exploiting family and friends for the sake of monetizing content.

But the study shows how brands can strategically sponsor posts that incorporate close ties in photos, express emotion, or share anecdotes in first-person language.

By quantifying tactics to achieve a greater perception of authenticity, the research provides valuable guidance on how to cut through the noise on social media. One of the paths to a more engaged audience, it turns out, runs through an influencer’s inner circle.

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This article originally ran on Rice Business Wisdom and was based on research from Jaeyeon (Jae) Chung, an assistant professor of marketing at Rice Business, Yu Ding an assistant professor of marketing at Stanford Graduate School of Business, and Ajay Kalra, the Herbert S. Autrey Professor of Marketing at Rice Business.

Investors gravitate toward funds ending in the number zero over those ending in the number five, a Rice University researcher finds. Because of this tendency, some investors expose themselves to financial risk and loss of wealth. Photo via Getty Images

Rice University research finds that investors might have a bias towards the number zero

houston voices

When the Dow Jones Industrial Average hit 18,000 a few years back, the nicely rounded number dominated the news. When teens take the SAT, those who just miss scoring a round number are more likely to seek a do-over. And, research shows, major league baseball players are four times more likely to end their seasons with a .300 batting average than a .299.

There's something irresistible about figures ending in zero. But does that extend to our decision-making? Does our instinctive love for round numbers affect our financial plans?

The answer is yes, says Rice Business professor Ajay Kalra. Along with Xiao Liu of NYU Stern and Wei Zhang of Iowa State University, Kalra looked at data from thousands of investors in Target Retirement Funds (TRFs), which generally assume retirement at age 65 and ask employees to pick a fund with a year ending either in zero or five (e.g., 2040, 2045) that is nearest to their planned retirement date.

Investors whose birth year doesn't already end in zero or five must round up or round down to choose their TRF.

The zeros clearly win investors' hearts. Succumbing to what the researchers call "zero bias," investors consistently choose to sink their retirement dollars into funds that end in zero, not five. For many of the investors Kalra and his team looked at, especially older people, men and those with higher incomes, this meant choosing a retirement age of 60 or 70 rather than the standard 65.

The choice was often costly. Many investors who rounded up or down to find a fund year ending in zero exposed themselves to real financial risk.

That's because TRFs are graded portfolios — meaning they start out stock-heavy, move to a mix of stocks and bonds and finally emphasize bonds. Investors who rounded down for a too-young retirement target gave themselves less time to benefit from a stock-dominant portfolio. Investors who rounded up for a too-old retirement target ending in zero contributed less money to their retirement because they assumed they had more time to invest. Investors who rounded down did worse than those who rounded up.

Who is most susceptible to losing hard-earned retirement dollars this way? The researchers looked at people born from the 1950s through the 1980s. Of these investors, those born in years ending between three and seven selected the appropriate fund. The zero bias was prevalent in those born in years ending in eight or nine, who tended to project their retirement age as 60, and those born in years that ended in zero, one or two, who favored retiring at 70.

Overall, the researchers discovered, 34 percent of people born in years ending in eight or nine picked retirement funds that targeted too-early retirement — and ended up financially worse off. Meanwhile, 29 percent of investors born in years ending in the numbers zero, one or two picked later TRFs. With the exception of those who were risk averse, these investors ended up better off than those who chose too-early TRFs. Overall, however, investors who picked funds with mismatched retirement dates (that is, inconsistent with retirement at 65), saw more losses than gains.

The infatuation with zero held up even when the researchers replicated their study in an experimental setting. So they tried something different: they presented participants with math problems to coax a "calculative mindset." It worked. Rather than gravitating to zeros, these investors chose retirement funds that matched their ages. Straight talk in the form of a 30-minute one-on-one financial planning session helped too. At least some investors who got this counseling made better choices.

Rounding up or down to zero can be a nice mental shortcut when stakes are low and time is short. There are good reasons, for example, to go for the zero in calculating sales tax when you're buying a book, or tallying how many party guests want cake.

But when it comes to life savings, instinct-based math can be trouble. Financial firms should be aware of this and discourage preference for the shiny number zero. Advisors should nudge clients toward funds that will truly enhance earnings. Most important, however, investors themselves need to keep their heads, think of the future and resist the allure of round numbers.

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This story originally ran on Rice Business Wisdom. It's based on research by Ajay Kalra, a professor of marketing at Jones Graduate School of Business at Rice University.

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UH researchers secure $3.3M for AI-powered subsurface sensing system to revolutionize underground power lines

going under

Researchers from the University of Houston — along with a Hawaiian company — have received $3.3 million in funding to explore artificial intelligence-backed subsurface sensing system for safe and efficient underground power line installation.

Houston's power lines are above ground, but studies show underground power is more reliable. Installing underground power lines is costly and disruptive, but the U.S. Department of Energy, in an effort to find a solution, has put $34 million into its new GOPHURRS program, which stands for Grid Overhaul with Proactive, High-speed Undergrounding for Reliability, Resilience, and Security. The funding has been distributed across 12 projects in 11 states.

“Modernizing our nation’s power grid is essential to building a clean energy future that lowers energy costs for working Americans and strengthens our national security,” U.S. Secretary of Energy Jennifer M. Granholm says in a DOE press release.

UH and Hawaii-based Oceanit are behind one of the funded projects, entitled “Artificial Intelligence and Unmanned Aerial Vehicle Real-Time Advanced Look-Ahead Subsurface Sensor.”

The researchers are looking a developing a subsurface sensing system for underground power line installation, potentially using machine learning, electromagnetic resistivity well logging, and drone technology to predict and sense obstacles to installation.

Jiefu Chen, associate professor of electrical and computer engineering at UH, is a key collaborator on the project, focused on electromagnetic antennas installed on UAV and HDD drilling string. He's working with Yueqin Huang, assistant professor of information science technology, who leads the geophysical signal processing and Xuqing Wu, associate professor of computer information systems, responsible for integrating machine learning.

“Advanced subsurface sensing and characterization technologies are essential for the undergrounding of power lines,” says Chen in the release. “This initiative can enhance the grid's resilience against natural hazards such as wildfires and hurricanes.”

“If proven successful, our proposed look-ahead subsurface sensing system could significantly reduce the costs of horizontal directional drilling for installing underground utilities,” Chen continues. “Promoting HDD offers environmental advantages over traditional trenching methods and enhances the power grid’s resilience.”

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This article originally ran on EnergyCapital.

Houston AI data firm partners on Alzheimer’s clinical trial

now testing

Houston data science firm OmniScience announced this month that it has partnered with Florida-based INmune Bio (NASDAQ: INMB) on a global Phase 2 Alzheimer’s disease clinical trial.

The trial, known as ADO2, will utilize OmniScience's recently developed product, Vivo, which uses generative AI to centralize and analyze clinical trial data in real time, according to a release. The two companies also partnered during Vivo’s development and recent roll-out.

"OmniScience and INmune Bio share a vision to transform how clinical trial teams engage with data – transforming data into knowledge in real time and informing decisions that increase the probability of success,” Angela Holmes, CEO of OmniScience, says in a statement. “As our partnership moves forward, we’re gaining further insights from the INmune team that we can integrate into Vivo’s roadmap. We look forward to our continued mutual success.”

The ADO2 trial will investigate INmune Bio's clinical-stage biotechnology XPro in patients with mild cognitive impairment or Alzheimer’s disease with brain inflammation, according to its website. Its products are focused on "restoring function in the body's innate immune system to fight disease."

The trial is overenrolled with 208 patients diagnosed with mild Alzheimer’s disease or mild cognitive impairment. The top-line results are expected to be released in Q2 2025.

"A global trial of this size is vast, and Vivo will be critical in our ability to analyze cognitive results,” Tara Lehner, INmune Bio’s vice president of clinical operations, says in the statement. “With genAI provided by Vivo, we can amplify our clinical teams’ capabilities, turning complex data into actionable insights at unprecedented speed, which means we can get answers—and treatments—to patients faster.”

INmune will be able to use OmniScience's Vivo product to unify data from electronic data capture, clinical trial management systems, patient-reported outcomes, clinical outcome assessments, labs, wearables, safety databases and more, according to the statement. The product has been shown to improve data quality and visualizations and reduce the reliance on spreadsheet-based data analysis during clinical trials.

Omniscience was originally founded in 2017, then known as Mercury Data Science. It rebranded and changed its name earlier this year. Holmes was named CEO in 2022.

Omniscience's Vivo product recently won first place in the CNS Summit 2024 Innovation Showcase in Boston and the Blue Whale Ribbon at the inaugural Whale Tank pitch competition during the 2024 Innovation Network Gathering (ING) in West Chester, Pennsylvania.

By the numbers: Houston rankings dominate top lifestyle stories for 2024

year in review

Editor's note: As the year comes to a close, InnovationMap is looking back at the year's top stories in Houston innovation. In the lifestyle category on InnovationMap, report-driven stories related to life in Houston dominated this section on InnovationMap in 2024. Be sure to click through to read the full story.


Houston dazzles as most diverse large city in U.S., report says

Houston is the No. 4 most diverse city in the U.S. Photo via Getty Images

Living in a multicultural city comes with many benefits. Diverse communities bring new perspectives, greater versatility, and economic boosts, to name a few. And according to a new study by WalletHub, Houston is among the most diverse places in the nation.

Houston is getting some time in the spotlight in WalletHub's annual ranking of the "Most Diverse Cities in the U.S. (2024)," maintaining its position as the No. 1 most diverse large city in America, and the No. 4 overall most diverse. The report compared 501 U.S. cities across 13 metrics in five categories that encompass "diversity" across socioeconomic, cultural, economic, household, and religious factors. Continue reading.

Texas flunks out in new ranking of America's best school systems

Texas has the 29th best public school system in the U.S., according to WalletHub. Photo via Pexels

Texans may think everything here is bigger and better, but the Lone Star State has fallen behind many other states in America when it comes to ensuring the academic success of its children, according to a new report by personal finance website WalletHub.

Texas landed a middling rank as No. 29 in WalletHub's annual "States with the Best and Worst School Systems (2024)" report, earning a score of 49.86 out of 100 total possible points. Continue reading.

Booming Houston suburb, other Texas towns among the fastest-growing U.S. cities in 2023

Here's how Texas towns stacked up on a new population report. Photo via Getty Images

One Houston suburb experienced one of the most rapid growth spurts in the country last year: Fulshear, whose population grew by 25.6 percent, more than 51 times that of the nation’s growth rate of 0.5 percent. The city's population was 42,616 as of July 1, 2023.

According to U.S. Census Bureau's Vintage 2023 Population Estimates, released Thursday, May 16, Fulshear — which lies west of Katy in northwest Fort Bend County - ranked No. 2 on the list of fastest-growing cities with a population of 20,000 or more. It's no wonder iconic Houston restaurants like Molina's Cantina see opportunities there. Continue reading.

Here's how much it takes to earn a top 1 percent salary in Texas

Texans now need to make $130,241 more in 2024 to maintain their status as one of the highest earners in the state. Photo via Getty Images

With two Houston-area neighbors cashing in among the most wealthy suburbs in America, Houstonians may be wondering how much money they need to make to secure a place in the top one percent of earners. According to a new study from SmartAsset, the pre-tax salary required to be considered one of the highest earners in Texas amounts to $762,090 in 2024.

Texas has the 14th highest pre-tax salary needed to be considered in the top one percent of earners in the U.S. for the second year in a row. Texas' income threshold is not too far off from the national average, which is $787,712. Continue reading.

Report: Houstonians need $12K more to live comfortably than they did last year

It's not all bad for the Bayou City, but if you're making the same as last year, you're probably feeling the pinch. Photo via Getty Images

As inflation and the cost of living rise in most places around the United States, so does the amount of money a resident needs to live comfortably. But Houstonians are faring far better than residents of some of the biggest cities in America.

Houston requires the lowest salary needed to live comfortably in 2024, according to a new SmartAsset report. Specifically, they say, Houston ranks No. 1 for "the lowest annual salary needed for a single adult to live in sustainable comfort using the 50/30/20 budgeting rule" — that is, 50 percent of a salary allocated toward needs (housing, groceries, transportation); 30 percent toward wants (entertainment and hobbies); and 20 percent toward paying off debt, saving, or investing.

Houstonians need to make $75,088 individually to lead a comfortable lifestyle and avoid living paycheck to paycheck, or a $36.10 hourly wage, says the report, which analyzed 99 major U.S. cities. Continue reading.