Houston expert breaks down how B2B companies should leverage data for growth

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How you can use your data to improve your marketing efforts. Photo via Getty Images

When focusing on revenue growth in business to business companies, analyzing data to develop and optimize strategies is one of the biggest factors in sales and marketing success. However, the process of evaluating B2B data differs significantly from that of B2C, or business to consumer. B2C analysis is often straightforward, focusing on consumer behavior and e-commerce transactions.

Unlike B2C, where customers can make a quick purchase decision with a simple click, the B2B customer journey involves multiple touchpoints and extensive research. B2B buyers will most likely discover a company through an ad or a referral, then navigate through websites, interact with salespeople, and explore different resources before finally making a purchasing decision, often with a committee giving input.

Because a B2B customer journey through the sales pipeline is more indirect, these businesses need to take a more nuanced approach to acquiring and making sense of data.

The expectations of B2B vs. B2C

It can be tempting to use the same methods of analysis between B2C and B2B data. However, B2B decision-making requires more consideration. Decisions involving enterprise software or other significant business products or services investments are very different from a typical consumer purchase.

B2C marketing emphasizes metrics like conversion rates, click-through rates, and immediate sales. In contrast, B2B marketing success also includes metrics like lead quality, customer lifetime value, and ROI. Understanding the differences helps prevent unrealistic expectations and misinterpretations of data.

Data differences with B2B

While B2C data analysis often revolves around website analytics and foot traffic in brick and mortar stores, B2B data analysis involves multiple sources. Referrals play a vital role in B2B, as buyers often seek recommendations from industry peers or companies similar to theirs.

Data segmentation in B2B focuses more on job title and job function rather than demographic data. Targeting different audiences within the same company based on their roles — and highlighting specific aspects of products or services that resonate with those different decision-makers — can significantly impact a purchase decision.

The B2B sales cycle is longer because purchases typically involve the input of a salesperson to help buyers with education and comparison. This allows for teams to implement account-based marketing and provides for more engagement which increases the chances of moving prospects down the sales funnel.

Enhancing data capture in B2B analysis

Many middle-market companies rely heavily on individual knowledge and experience rather than formal data management systems. As the sales and marketing landscape has evolved to be more digital, so must business. Sales professionals can leave and a company must retain the knowledge of the buyers and potential buyers. CRM systems not only collect data, they also provide the history of customer relationships.

Businesses need to capture data at all the various touchpoints, including lead generation, prospect qualification, customer interactions, and order fulfillment. Regular analysis will help with accuracy. The key is to derive actionable insights from the data.

B2B data integration challenges

Integrating various data sources in B2B data analysis used to be much more difficult. With the advent of business intelligence software such as Tableau and Power BI, data analysis is much more accessible with a less significant investment. Businesses do need access to resources to effectively use the tools.

CRM and ERP systems store a wealth of data, including contact details, interactions, and purchase history. Marketing automation platforms capture additional information from website forms, social media, and email campaigns. Because of these multiple sources, connecting data points and cleansing the data is a necessary step in the process.

When analyzing B2B data for account based marketing (ABM) purposes, there are some unique considerations to keep in mind. Industries like healthcare and financial services, for instance, have specific regulations that dictate how a business can use customer data.

Leveraging B2B data analysis for growth

B2B data analysis is the foundation for any sales and marketing strategy. Collecting and using data from multiple sources allows revenue teams to uncover gaps, trends, and opportunities for continued growth.

Acknowledging what’s different about B2B data and tracking all of the customer journey touchpoints is important as a business identifies a target market, develops an ideal customer profile, and monitors their competitors. Insights from data also single out gaps in the sales pipeline, use predictive analytics for demand forecasting, and optimize pricing strategies.

This comprehensive approach gives B2B companies the tools they need to make informed decisions, accelerate their sales and marketing efforts, and achieve long-term growth in a competitive market.

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Libby Covington is a Partner with Craig Group, a technology-enabled sales and marketing advisory firm specializing in revenue growth for middle-market, private-equity-backed portfolio companies.

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Every situation is unique and deserves a one-of-the-kind data management plan, not a one-size-fits-all solution. Graphic byMiguel Tovar/University of Houston

Houston research: Why you need a data management plan

Houston voices

Why do you need a data management plan? It mitigates error, increases research integrity and allows your research to be replicated – despite the “replication crisis” that the research enterprise has been wrestling with for some time.

Error

There are many horror stories of researchers losing their data. You can just plain lose your laptop or an external hard drive. Sometimes they are confiscated if you are traveling to another country — and you may not get them back. Some errors are more nuanced. For instance, a COVID-19 repository of contact-traced individuals was missing 16,000 results because Excel can’t exceed 1 million lines per spreadsheet.

Do you think a hard drive is the best repository? Keep in mind that 20 percent of hard drives fail within the first four years. Some researchers merely email their data back and forth and feel like it is “secure” in their inbox.

The human and machine error margins are wide. Continually backing up your results, while good practice, can’t ensure that you won’t lose invaluable research material.

Repositories

According to Reid Boehm, Ph.D., Research Data Management Librarian at the University of Houston Libraries, your best bet is to utilize research data repositories. “The systems and the administrators are focused on file integrity and preservation actions to mitigate loss and they often employ specific metadata fields and documentation with the content,” Boehm says of the repositories. “They usually provide a digital object identifier or other unique ID for a persistent record and access point to these data. It’s just so much less time and worry.”

Integrity

Losing data or being hacked can challenge data integrity. Data breaches do not only compromise research integrity, they can also be extremely expensive! According to Security Intelligence, the global average cost of a data breach in a 2019 study was $3.92 million. That is a 1.5 percent increase from the previous year’s study.

Sample size — how large or small a study was — is another example of how data integrity can affect a study. Retraction Watch removes approximately 1,500 articles annually from prestigious journals for “sloppy science.” One of the main reasons the papers end up being retracted is that the sample size was too small to be a representative group.

Replication

Another metric for measuring data integrity is whether or not the experiment can be replicated. The ability to recreate an experiment is paramount to the scientific enterprise. In a Nature article entitled, 1,500 scientists lift the lid on reproducibility, “73 percent said that they think that at least half of the papers can be trusted, with physicists and chemists generally showing the most confidence.”

However, according to Kelsey Piper at Vox, “an attempt to replicate studies from top journals Nature and Science found that 13 of the 21 results looked at could be reproduced.”

That's so meta

The archivist Jason Scott said, “Metadata is a love note to the future.” Learning how to keep data about data is a critical part of reproducing an experiment.

“While this will be always be determined by a combination of project specifics and disciplinary considerations, descriptive metadata should include as much information about the process as possible,” said Boehm. Details of workflows, any standard operating procedures and parameters of measurement, clear definitions of variables, code and software specifications and versions, and many other signifiers ensure the data will be of use to colleagues in the future.

In other words, making data accessible, useable and reproducible is of the utmost importance. You make reproducing experiments that much easier if you are doing a good job of capturing metadata in a consistent way.

The Big Idea

A data management plan includes storage, curation, archiving and dissemination of research data. Your university’s digital librarian is an invaluable resource. They can answer other tricky questions as well: such as, who does data belong to? And, when a post-doctoral student in your lab leaves the institution, can s/he take their data with them? Every situation is unique and deserves a one-of-the-kind data management plan, not a one-size-fits-all solution.

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This article originally appeared on the University of Houston's The Big Idea. Sarah Hill, the author of this piece, is the communications manager for the UH Division of Research.

Here's your university research data management checklist. Graphic byMiguel Tovar/University of Houston

Tips for optimizing data management in research, from a UH expert

Houston voices

A data management plan is invaluable to researchers and to their universities. "You should plan at the outset for managing output long-term," said Reid Boehm, research data management librarian at University of Houston Libraries.

At the University of Houston, research data generated while individuals are pursuing research studies as faculty, staff or students of the University of Houston are to be retained by the institution for a period of three years after submission of the final report. That means there is a lot of data to be managed. But researchers are in luck – there are many resources to help navigate these issues.

Take inventory

Is your data…

  • Active (constantly changing) or Inactive (static)
  • Open (public) or Proprietary (for monetary gain)
  • Non-identifiable (no human subjects) or Sensitive (containing personal information)
  • Preservable (to save long term) or To discard in 3 years (not for keeping)
  • Shareable (ready for reuse) or Private (not able to be shared)

The more you understand the kind of data you are generating the easier this step, and the next steps, will be.

Check first

When you are ready to write your plan, the first thing to determine is if your funders or the university have data management plan policy and guidelines. For instance, University of Houston does.

It is also important to distinguish between types of planning documents. For example:

A Data Management Plan (DMP) is a comprehensive, formal document that describes how you will handle your data during the course of your research and at the conclusion of your study or project.

While in some instances, funders or institutions may require a more targeted plan such as a Data Sharing Plan (DSP) that describes how you plan to disseminate your data at the conclusion of a research project.

Consistent questions that DMPs ask include:

  • What is generated?
  • How is it securely handled? and
  • How is it maintained and accessed long-term?

However it's worded, data is critical to every scientific study.

Pre-proposal

Pre-proposal planning resources and support at UH Libraries include a consultation with Boehm. "Each situation is unique and in my role I function as an advocate for researchers to talk through the contextual details, in connection with funder and institutional requirements," stated Boehm. "There are a lot of aspects of data management and dissemination that can be made less complex and more functional long term with a bit of focused planning at the beginning."

When you get started writing, visit the Data Management Plan Tool. This platform helps by providing agency-specific templates and guidance, working with your institutional login and allowing you to submit plans for feedback.

Post-project

Post-project resources and support involve the archiving, curation and the sharing of information. The UH Data Repository archives, preserves and helps to disseminate your data. The repository, the data portion of the institutional repository Cougar ROAR, is open access, free to all UH researchers, provides data sets with a digital object identifier and allows up to 10 GB per project. Most most Federal funding agencies already require this type of documentation (NSF, NASA, USGS and EPA. The NIH will require DMPs by 2023.

Start out strong

Remember, although documentation is due at the beginning of a project/grant proposal, sustained adherence to the plan and related policies is a necessity. We may be distanced socially, but our need to come together around research integrity remains constant. Starting early, getting connected to resources, and sharing as you can through avenues like the data repository are ways to strengthen ourselves and our work.

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This article originally appeared on the University of Houston's The Big Idea. Sarah Hill, the author of this piece, is the communications manager for the UH Division of Research.

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4 Houston universities earn top spots for graduate programs in Texas

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Houston's top-tier universities have done it again. U.S. News and World Report has four Houston-area universities among the best grad schools in the state, with some departments landing among the top 100 in the country.

U.S. News publishes its annual national "Best Graduate Schools" rankings, which look at several programs including business, education, engineering, fine arts, health, and many others. For the 2024 report, the publication decided to withhold its rankings for engineering and medical schools. It also changed the methodology for ranking business schools by adding a new "salary indicator" based on a graduate's profession.

U.S. News also added new rankings for doctoral and master's programs in several medical fields for the first time in four years, or even longer in some cases. New specialty program rankings include audiology, occupational therapy, physical therapy, pharmacy, nurse midwifery, speech-language pathology, nurse anesthesia, and social work.

"Depending on the job or field, earning a graduate degree may lead to higher earnings, career advancement and specialized skill development," wrote Sarah Wood, a U.S. News Education reporter. "But with several types of degrees and hundreds of graduate schools, it can be difficult to narrow down the options."

Without further ado, here's how the local schools ranked:

Rice University's Jesse H. Jones Graduate School of Business maintained its position as No. 2 in Texas, but slipped from its former No. 24 spot in the 2023 report to No. 29 overall in the nation in 2024. Its entrepreneurship program tied for No. 8 in the U.S, while its part-time MBA program ranked No. 15 overall.

Houston's University of Texas Health Science Centerearned the No. 3 spots in Texas for its masters and doctorate nursing programs, with the programs earning the No. 31 and No. 45 spots overall in the nation. The school ranked No. 25 nationally in the ranking of Best Public Health schools, and No. 36 for its nursing-anesthesia program.

Prairie View A&M University's Northwest Houston Center ranked No. 5 in Texas and No. 117 in the nation for its master's nursing program. Its Doctor of Nursing Practice program ranked No. 8 statewide, and No. 139 nationally.

The University of Houstonmoved up one spot to claim No. 4 spot in Texas for its graduate education program, and improved by seven spots to claim No. 63 nationally. Its graduate business school also performed better than last year to claim No. 56 in the nation, according to the report. The University of Houston Law Center is the fifth best in Texas, and 68th best in the U.S. Most notably, its health care law program earned top nods for being the seventh best in the country.

Among the new specialty program rankings, UH's pharmacy school ranked No. 41 nationally, while the speech-language pathology program earned No. 44 overall. The graduate social work and public affairs programs ranked No. 67 and No. 76, respectively, in the nation.

The full list of best graduate schools can be found on usnews.com.

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This article originally ran on CultureMap.

Op-Ed: Removing barriers is critical for the future of Houston's health care workforce

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Houston houses one of the most renowned medical communities in the world. However, Texas' current health care workforce shortage has severely impacted the city, with large swaths of the Gulf Coast Region deemed medically underserved. Thousands of Houstonians are impacted year after year due to the lack of access to life-saving medical care.

The obvious solution to this problem is to form a pipeline of health care workers by equipping students with the necessary skills and education to fill this gap. Sadly, many individuals who lack opportunity yet aspire to pursue a career in the health care industry face barriers related to childcare, transportation, mentorship gaps and life's unexpected circumstances.

Dwyer Workforce Development (DWD), a national health care training nonprofit, has recently expanded its footprint to Texas and has joined Houston Community College (HCC), one of the largest community colleges in the country, to provide life-changing support and create a pipeline of new health care workers, many who come from underserved areas.

Last year, our organizations launched the Dwyer Scholar Apprenticeship program, which is actively enrolling to combat the health care shortage and bring opportunities to those lacking. Working together, we are supporting apprentices each year to earn their Certified Nurse Aide (CNA) certificates, where students can choose a Phlebotomy or EKG specialization, helping our city meet the demand for one of the most essential and in-demand jobs in health care each year. Our program will help address Texas' loss of 36 percent of its CNAs over the past decade while providing gateways for highly motivated students—Dwyer Scholars—to thrive in long-term health care careers.

We know financial barriers prevent many potential health care workers from obtaining the certifications needed to enter the workforce. That's why we are bringing our innovative programs together, enabling Scholars to earn while they learn and opening doors for those who do not have the financial luxury of completing their training in a traditional educational atmosphere.

After enrollment, DWD continues to provide case management and additional financial support for pressures like housing, childcare, and transportation so Scholars don't have to put their work before their education. Scholars are placed with employers during the program, where they complete their apprenticeships and begin full-time employment following graduation.

The Texas Workforce Commission has identified apprenticeship programs as a key area for expansion to meet employer demand for skilled workers. Through our partnership, we are doing just that – and the model is proven. More than 85 percent of DWD Scholars in Maryland, where the program was established, have earned their certificates and are now employed or on track to begin their careers.

Our work doesn't end here. Over the next decade, Texas will face a shortage of 57,000 skilled nurses. Texas must continue to expand awareness and access to key workforce training programs to improve outcomes for diverse needs. Our organizations are working to vastly expand our reach, making the unattainable attainable and helping to improve the lives and health of our community.

No one's past or present should dictate their future. Everyone deserves access to health care, the ability to further their education and the chance to set and achieve life goals. The opportunities to reach and empower underserved populations to participate in the health care workforce are limitless.

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Barb Clapp is CEO of Dwyer Workforce Development, a nonprofit that supports individuals who aspire to pursue a career in the health care industry. Christina Robinson is the executive director for work-based learning and industry partnerships at Houston Community College.

Houston Spaceport takes off with second phase of development

ready for liftoff

Since the Houston Spaceport secured the 10th FAA-Licensed commercial spaceport designation in 2015, the development's tenants have gone on to secure billions in NASA contracts. Now, the Houston Spaceport is on to its next phase of growth.

“Reflecting on its meteoric rise, the Spaceport has seen remarkable growth in a short span of time. From concepts on paper to the opening of Axiom Space, Collins Aerospace, and Intuitive Machines, the journey has been nothing short of extraordinary,” says Arturo Machuca, director of Ellington Airport and the Houston Spaceport, in a news release. “These anchor tenants, collectively holding about $5 billion in contracts with NASA and other notable aerospace companies, are not just shaping the future of space exploration but injecting vitality into Houston’s economy.”

The next phase of development, according to Houston Airports, will include:

  • The construction of a taxiway to connect Ellington Airport and the Spaceport
  • The construction of a roadway linking Phase 1 infrastructure to Highway 3
  • The expansion of the EDGE Center, in partnership with San Jacinto College

Rendering via Houston Airports

The Houston Spaceport's first phase completed in 2019. Over the past few years, tenants delivered on their own buildouts. Last year, Intuitive Machines moved into its new $40 million headquarters and Axiom Space opened its test facility. In 2022, Collins Aerospace cut the ribbon on its new 120,000 square-foot facility.

“The vision for the Houston Spaceport has always been ambitious,” says Jim Szczesniak, director of Aviation for Houston Airports. “Our vision is to create a hub for aviation and aerospace enterprises that will shape the future of commercial spaceflight.”

Educational partners have also revealed new spaces, including San Jacinto College's EDGE Center, which broke ground in July of 2019, finally celebrated its grand opening in 2021. Last year, Texas Southern University got the greenlight to operate an aeronautical training hub on a two-acre site at Ellington Airport.

“By providing the education and training needed to sustain jobs in the rapidly evolving space industry, the Spaceport is not only attracting companies but also nurturing the talent that will drive Houston's aerospace sector forward,” continues Szczesniak in the release.

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