In our latest episode of the Psychology of Business Podcast, we dive deep into Organizational Change Management with Dr. Vanessa Hills. As an expert in participatory leadership and change processes, Dr. Hills brings invaluable insights into what it takes to successfully implement lasting change in today’s dynamic business landscape. Below, we’ll explore some of the highlights from our conversation and what leaders can learn from her expertise.

What is Participatory Change?

At the core of Dr. Hills’ approach is participatory change—a model of change management that actively involves employees at every level of an organization. Instead of top-down directives, participatory change encourages input and feedback from those impacted by the changes, which can lead to a stronger commitment to the process and better overall results.

Why Participatory Change Works

Research shows that change initiatives often fail, with studies estimating failure rates between 50-75 percent. According to Dr. Hills, involving team members directly in the change process boosts success rates, enhances innovation, and fosters stronger employee engagement. When employees feel heard, they are more invested in the organization’s mission and goals, which is critical during transitions.

Overcoming the Challenges of Change Management

While participatory change offers many benefits, it can be challenging to implement, especially in large organizations. Dr. Hills explains that leaders often face barriers, such as unconscious biases and the need for control, that prevent them from fully engaging employees in decision-making. By building self-awareness and remaining open to diverse perspectives, leaders can overcome these obstacles and create a culture of collaboration.

The Role of Psychological Safety

Dr. Hills emphasizes the importance of psychological safety in organizational change. Employees need to feel secure when voicing opinions or offering feedback, especially when changes directly impact their roles. Establishing an environment where everyone can share ideas openly is a key factor in creating an effective and lasting change.

When Participatory Change Isn’t the Best Approach

While the participatory model is powerful, there are situations where it might not be the best fit. Dr. Hills discusses instances, such as urgent safety-related decisions, where top-down management is necessary. Knowing when to engage in participatory change and when to lead with executive decisions is essential for any leader.

Key Takeaways and Final Thoughts

Dr. Hills offers actionable advice for managers looking to improve their change management strategies, from promoting self-awareness to understanding when to involve teams in decision-making. This episode provides essential insights for leaders at all levels seeking to make their change initiatives more inclusive, sustainable, and successful.

*This article was written with the assistance of ChatGPT 4o based on the transcript of the interview.

In our latest episode of the Psychology of Business podcast, I’m thrilled to welcome Dr. Vanessa Hills, who recently completed her PhD in Organizational Change Leadership at Western Michigan University. Dr. Hills joins me to share her journey, the challenges she faced, and how she managed to thrive despite the demands of a rigorous doctoral program.

Why Pursue a PhD in Organizational Change Leadership?

Dr. Hills opens up about her decision to pursue a PhD in Organizational Change Leadership, a relatively unique field within business studies. With her background in consulting and communication, she found herself drawn to understanding the dynamics of change within organizations. This episode dives into why Dr. Hills chose this path, the career opportunities it offers, and what makes it such a rewarding yet challenging field to study.

Balancing Work, Life, and a PhD Program

One of the biggest challenges for many PhD students is balancing academic work with life outside the program. Dr. Hills discusses how she managed full-time work while tackling coursework, research, and eventually her dissertation. We explore her strategies for staying organized, finding motivation, and maintaining a support system to handle the demanding workload.

Overcoming Imposter Syndrome and Self-Doubt

Imposter syndrome is a common experience among PhD students, especially during the transition from coursework to original research. Dr. Hills shares candidly about her struggles with self-doubt and how she learned to cope with the feeling of not measuring up. Her tips on handling imposter syndrome are not only relatable but practical for anyone facing similar challenges in academia or their career.

Finding Purpose and Passion in Research

A key part of any doctoral journey is finding a research topic that fuels your passion. For Dr. Hills, this meant a mid-program shift that was both daunting and necessary. We discuss her approach to narrowing down her research focus and how she found purpose in a new topic. Her experience offers valuable insights for anyone feeling uncertain about their research direction or in need of inspiration to keep going.

Advice for Thriving in a PhD Program

Dr. Hills wraps up the episode with advice for current and prospective PhD students. She emphasizes the importance of defining clear goals, building a strong academic community, and staying engaged with your research interests. Her journey demonstrates that, while the PhD path is filled with challenges, it also offers tremendous opportunities for personal and professional growth.

Whether you're considering a PhD, are already in the thick of it, or simply curious about the process, this episode provides a rich look at what it takes to succeed and thrive in a doctoral program.

*This article was written with the assistance of ChatGPT 4o based on the transcript of the interview.

In a recent episode of The Psychology of Business podcast, Dr. Brandon Griffin explored the practical aspects of access and inclusion in today’s workplaces, joined by guest Amanda Jeppesen, a scholar focusing on organizational change and inclusion. Together, they discuss how small shifts in thinking can create a more accessible and equitable work environment for everyone.

Redefining Access and Inclusion

Access and inclusion are more than just policies. Access means ensuring that everyone can participate—whether it’s entering a space, using resources, or engaging with information. Inclusion goes further, creating spaces where everyone feels they belong, has a voice, and can contribute meaningfully. As Jeppesen explains, fostering these environments isn’t just about meeting legal requirements; it’s about enhancing workplace culture and driving productivity.

The Pandemic's Role in Reshaping Workspaces

The COVID-19 pandemic forced companies to rethink their work models, making remote and hybrid work more prevalent. This shift opened doors for employees who previously faced accessibility barriers. Companies that embraced flexibility have experienced stronger engagement and employee retention, especially among those who may not have thrived in traditional office setups. The podcast discusses how organizations can leverage these lessons to create more adaptable, accessible structures.

Practical Steps for Equity and Inclusion

A significant takeaway is the idea that companies can reframe their hiring and management practices to be more inclusive. For example, by asking candidates broader questions about relevant skills rather than focusing solely on formal experience, employers can build a more diverse workforce. Furthermore, managers can evaluate output and effectiveness in ways that go beyond traditional metrics, promoting an environment that values different approaches and strengths.

Equity vs. Equality: Meeting People Where They Are

The episode also clarifies the often-misunderstood difference between equity and equality. While equality treats everyone the same, equity provides individuals with the specific support they need to succeed. In practical terms, equity might mean offering flexible work options or allowing accommodations for those with different abilities.

Moving Forward with Human-Centered Leadership

Creating an inclusive workplace doesn’t mean overhauling everything at once. Small, intentional shifts—like revisiting hiring practices and fostering open communication—can have a significant impact. As businesses continue to adapt to the post-pandemic landscape, human-centered leadership and inclusive practices will be key to building strong, innovative organizations.

*This article was written with the assistance of ChatGPT 4o based on the transcript of the interview.

Revive Executive Branding: https://reviveexecutivebranding.com/

In the latest episode of the Psychology of Business Podcast, I had the pleasure of interviewing Jesse Gail, founder of Revive Executive Branding. Jesse shared his insights on the importance of executive branding for professionals looking to climb the career ladder.

We discussed how Revive Executive Branding helps clients polish their professional image—covering everything from LinkedIn optimization to executive biographies and resumes. Jesse emphasized that having a well-crafted personal brand is crucial, especially for those eyeing VP or C-suite positions. Many high-level roles are filled through executive recruiters, and a strong brand helps candidates stand out in a competitive market.

Jesse also provided practical advice for professionals at different career stages. From recent graduates to seasoned executives, he stressed the importance of tailoring resumes to specific job descriptions, rather than relying on generic templates or AI tools. His approach focuses on personalization, ensuring that each client’s brand aligns with their industry and career goals.

If you’re curious about how executive branding can help you advance in your career, or if you just want to pick up some tips on polishing your professional image, be sure to listen to the full interview!

Brandon and Jesse Interview on 10/25/2024

*Written with the assistance of ChatGPT, based on the transcript of our interview.

In today’s rapidly changing world, the traditional college degree is no longer the only pathway to career success. Enter micro-credentials, a flexible, skill-based alternative that is reshaping the landscape of higher education. These short-term, targeted programs offer learners a quicker, more focused way to gain in-demand skills, making them an attractive option for non-traditional students, career changers, and working professionals.

Micro-credentials provide students with specific expertise, allowing them to bypass years of general education coursework. For many, this means immediate access to job training that directly aligns with industry needs. Whether it’s a digital badge earned through an online platform or a certification from a community college, micro-credentials offer a cost-effective solution for those seeking economic mobility and career advancement.

However, the growth of micro-credentials raises questions about the future of traditional degrees. While these alternative pathways offer undeniable advantages, degrees remain a critical requirement for many well-paying jobs. The future of education may lie in a blend of both, with students stacking micro-credentials toward degrees or using them to upskill throughout their careers.

As employers begin to recognize the value of micro-credentials, higher education institutions are adapting to meet the demand. The result? A redefined approach to learning that may change how we view education and career readiness for years to come.

In this episode of the Psychology of Business podcast, Dr. Brandon Griffin interviews Dr. Saad Ashraf, a Fulbright scholar from Pakistan. They discuss the prestigious Fulbright scholarship, its cultural exchange benefits, and Saad's personal experiences in the U.S. The conversation covers the academic environment, community engagement, cultural insights, and the impact of the Fulbright program on Saad's life and career. Saad also shares valuable advice for prospective applicants.

Takeaways

• Fulbright is a prestigious scholarship funded by the U.S. government.

• The program promotes cultural exchange between the U.S. and other countries.

• Fulbright scholars receive full funding for their education and living expenses.

• Cultural exchange helps build international connections and understanding.

• Community engagement is a key component of the Fulbright experience.

• Stereotypes about America can be both positive and negative.

• The Fulbright program allows for diverse cultural interactions.

• Returning to one's home country after studying abroad can lead to reverse culture shock.

• Preparation for the GRE and English proficiency is crucial for Fulbright applicants.

Enjoy!

*The summary and takeaways from the episode were generated from Riverside.fm AI features, with minor changes.

In this interview with Dr. Kyle Reyes on the Psychology of Business Podcast, we explored some of the most pressing issues surrounding diversity, equity, and inclusion (DEI). Dr. Reyes, Vice President of Institutional Advancement at Utah Valley University and author of Lenses of Humanity: How Reflection, Connection, and Empathy Can Heal Our World, shared his insights on how we can approach these complex conversations in ways that foster understanding rather than division. His perspective emphasizes the importance of genuine engagement, especially in today's polarized climate.

Our discussion focused on how reflection, connection, and empathy are essential tools for healing divides. Inspired by his work, this article looks at how these principles can help individuals and organizations better navigate diverse perspectives and build stronger, more inclusive communities.

In today's increasingly polarized world, conversations about diversity, equity, and inclusion (DEI) have become both more urgent and more challenging. As the world becomes more interconnected, our differences—whether they are racial, cultural, socioeconomic, or otherwise—can lead to both division and opportunity. The path forward, as many thought leaders suggest, lies in how we approach these differences. Central to this conversation is the need for reflection, connection, and empathy as foundational tools for navigating diverse perspectives and healing societal divides.

Understanding Diversity Beyond the Surface

When we think about diversity, our minds often jump to visible differences—race, gender, ethnicity, or age. While these factors are undeniably important, diversity extends far beyond the surface. Personality traits, life experiences, and even worldviews contribute to the rich tapestry of human diversity. This complexity means that even people who share outward characteristics may have vastly different experiences and perspectives.

Recognizing and respecting this deep diversity requires intentional reflection. It’s not just about acknowledging that diversity exists, but understanding how our own experiences shape the way we see the world. For many, this can be uncomfortable, especially for those in positions of privilege who may not have had to confront their advantages in a meaningful way. But this discomfort is often the first step toward growth.

The Power of Empathy in Diversity Conversations

Empathy plays a crucial role in bridging gaps between different communities. However, empathy is more than just understanding someone's feelings; it's about stepping into another's shoes and seeing the world through their perspective. This can be difficult, especially when interacting with individuals whose views or experiences differ vastly from our own.

Building empathy requires courage. It means opening ourselves to the possibility that our assumptions might be wrong or incomplete. It means listening actively and with genuine curiosity, not just waiting for a chance to refute or argue. This type of courageous empathy helps break down barriers and fosters stronger, more inclusive relationships.

Reflection as a Tool for Growth

Reflection is an integral part of this process. By taking the time to examine our own biases, experiences, and reactions, we begin to understand why we respond to certain situations or individuals the way we do. For example, if someone feels discomfort during a conversation about DEI, it’s essential to ask: "Why am I feeling this way? What in my background, upbringing, or experience is causing this reaction?"

Such reflection allows for personal growth. It helps us become more aware of our implicit biases and challenges us to confront them. More importantly, it provides the space for us to change our behavior in future interactions. Through reflection, we move from passive awareness to active change.

Building Connections Across Differences

True understanding comes from connection. To move forward, we need to cultivate meaningful relationships with those who differ from us. This is not about achieving consensus or agreement in every conversation but about fostering mutual respect. When we connect with others, we learn to appreciate the richness of diverse perspectives and see that differences are not obstacles, but opportunities for growth.

One powerful way to build connections is through shared experiences. Whether it’s working on a collaborative project, participating in a community initiative, or even engaging in difficult but necessary conversations, these experiences help foster a sense of unity. They also remind us that, despite our differences, we share common goals and aspirations.

Applying Empathy and Reflection in the Workplace

The principles of empathy, reflection, and connection are not limited to personal interactions—they can have profound effects in professional settings as well. In the workplace, diverse teams tend to be more innovative and effective when leadership prioritizes inclusion and empathy. But this only works when leaders commit to fostering a culture where all voices are heard and validated.

For managers, this means understanding that true inclusion isn’t just about hiring people from diverse backgrounds but creating an environment where they can thrive. This involves actively listening to employees’ concerns, recognizing the unique perspectives they bring, and providing the support they need to succeed.

Moving Forward: Healing Through Humanity

In a world that often feels more divided than united, the need for reflection, connection, and empathy is greater than ever. By recognizing and embracing the richness of diversity—both seen and unseen—we can begin to heal the divisions that have long separated us. These tools, when applied with intention and sincerity, have the power to not only bridge gaps between individuals but also to create a more inclusive, understanding society.

The challenge is not small, but the rewards are immense. When we take the time to reflect on our own experiences, connect with others, and approach the world with empathy, we open the door to transformative conversations. In doing so, we create a world where diversity is celebrated, not feared, and where every individual has the opportunity to thrive.

Are you interested in being a guest on my podcast? I’d love to connect and discuss the possibility further. If you’re open to it, just reply to this email, and we can explore future opportunities together.

*This article was written with the help of ChatGPT 4o based on the transcript of our discussion.

Prolific Guide: https://researcher-help.prolific.com/hc/en-gb/articles/360009224113-Qualtrics-integration-guide

Join Brandon Griffin in this enlightening tutorial on how to integrate Qualtrics with Prolific, designed to aid researchers in streamlining their data collection process. Drawing from his recent experience with his dissertation, Brandon guides you through the detailed steps necessary for a seamless integration, emphasizing the benefits of combining Prolific's high-quality participant pool with the robust survey functionalities of Qualtrics. This video serves as the visual guide Brandon wished he had, making complex procedures accessible and straightforward.

Covering everything from creating consent forms to efficiently collecting participant IDs using URL parameters, this video is an invaluable resource for anyone looking to conduct research with precision and ease. Brandon's engaging example of an ice cream preference study demonstrates the practical application of these tools in real-world research. Whether you're conducting academic research or market analysis, this guide ensures you're well-equipped to manage your studies effectively on Prolific and Qualtrics, promising high-quality data for your projects. Happy learning!

*Description generated by ChatGPT 4 based on video transcript.

Hi everyone, my name is Brandon Griffin, and today I'm going to show you how to integrate Qualtrics with Prolific.

I just barely finished my dissertation, and I did my data collection on Prolific through Qualtrics. Prolific has this great Qualtrics integration guide, and I wish there would have been a video out there to show me how to actually do this. They put everything in a lot of detail, but sometimes it's easier to just see what you actually have to do.

I've had a couple of people ask me to help them, so I'm going to be making this video for you right now. In the future, I'm going to be showing how to do a two-time study in Prolific, but for this one, I'm just going to show you how to do the Qualtrics integration guide.

Hypothetical Example

Let's say you were doing some very important research on ice cream. So you've gone through the IRB process if you're a researcher, or maybe you're working for a company and you've done your market research, and you've come up with your instrument. You've come up with the items that you're going to use:

1. First, you need to ask people their consent if they're going to participate. They have to know they're going to participate, and they can say yes or no.

2. Next, you come up with your items:

   • What is the best flavor of ice cream?

   • Describe the feelings you get when you eat your favorite flavor of ice cream.

   • An attention check item that ensures data quality.

3. Then, we have our end of survey.

Prolific is great for a lot of different reasons. In my dissertation, I talk about some of the shortcomings of online data collection methods, but the research shows, and in my own studies, I found that Prolific is high data quality. I've used MTurk in the past, I've used some other programs, but Prolific is usually high quality, and you get what you pay for. So it's a little bit more expensive, but the data ends up being a lot better. So in my work, in my research, I found Prolific to be great.

Key Points for Qualtrics Integration with Prolific

There are a couple of things we are going to be working with:

1. Your Prolific Study: MTurk calls this a HIT, or a human interaction task. You have your study details, your study information on Prolific, and how you recruit people or how you get people is through this advertisement right here on Prolific. Once they accept your advertisement, they're going to go to Qualtrics, they're going to take your survey, and what I'm doing now is I'm essentially just connecting the marketing tool of Prolific to Qualtrics. Then at the very end, they'll get kicked back to Prolific so you can manage all the people and so you can accept and pay them or reject them because they didn't do something based on your consent forms.

2. Creating Study Details in Prolific: What's the title of your study, an internal name, you know, you're going to put your consent form and what the participants are actually going to be doing. In Prolific, it asks how you want to collect your data. They do have a built-in survey builder, but they also have an external study link. Most people do an external study link, whether that goes to Qualtrics, Survey Monkey, Google Forms, or something.

Implementing the URL in Your Study

So what we're going to be doing today is showing you how to implement this URL in your study so people will automatically click it, go to Qualtrics, and it will automatically record their Prolific ID. This Prolific PID right here, and then at the very end, when they're completed, they will be able to come back and instead of copy and pasting this code, they will hit one button, and it'll save. It'll kick them back, and it's all streamlined and very nice.

I'll put a link for the Qualtrics integration guide in the description, but it's going to be over here on my other monitor, and I'm going to follow along with that so I don't miss any steps. What I'm working with, and the camera is right here, so when I look over here, that is just the Qualtrics integration guide.

Let's look at our Qualtrics study. We have the consent, we have ice cream, and we have the end of the survey. So the first step, it says, is that we need to get consent, and we need to kick people out if they say no. We don't want people who say no to not participating in the survey to continue; there's going to be liability issues, especially if you're working with IRB.

How to Work with Survey Flow

So what we need to do, I added a new block of questions, so a new set of questions, and this one is the consent. So here's a research study, and if they select "I agree to participate," they can keep going. If they do not agree to participate, I'm going to kick them out.

How to work with the flow or how to kick people out, or how to send them to the end or how to send them to a different section, you need to go to the survey flow right here. So it's these two rectangles, and one's indented a little bit. You go to this survey flow, and right here, we have this survey flow.

So we have my consent form or consent set of questions and the ice cream research set of questions. So what I'm going to do, I'm going to go add below, and I am going to branch. So what that does is that if something happens, it will send them on a different path.

This branch will not be triggered until you add a condition. What does the condition want to be? In this case, I want it to be if a question is answered. What's the question? The consent. If consent is "I do not agree to participate," so if "I do not agree to participate" is selected, I want something to happen.

It's automatically, it's railroad tracks; it's going to branch them off in a different direction. So if they select "I do not agree to participate," I hit okay. So that creates the branch, but now we need to send them somewhere. Where are we going to send them? We're going to send them to this new element here, and what this is going to be, this is going to be the end of the survey.

So if someone says no, they're going to go to a generic end of the survey, but we need to customize this a little bit. So let's go to customize, and we can override the survey options, and what we're going to do, we are going to do a custom end of survey message.

So how to do this, we're going to go to custom end of survey message, we're going to select message, and there are a couple of different things that we can do. We can look at all these ones I've used before, or we can create a new message. And Prolific gives you one, and it says to copy and paste this text right here.

So I'm going to copy and paste; it says, "As you do not wish to participate in this study, please close the survey and return your submission on Prolific by selecting the 'Stop without completing' button." So what's this description, what would be a good one, let's just say "Prolific reject consent message." Alright, so we hit save, and we have to hit okay.

So now, if someone's going through our study, and they get to our consent, they say no, it's automatically going to tell them to go back to Prolific to "Stop without completing," and it'll allow more people to take that survey. So that first part is done.

So our survey flow has our question, the branch, and then where we are sending that branch. So if someone answers yes, it's going to skip everything in blue and red, and it's going to take them to the show block ice cream.

In Prolific, there are a couple of different ways to collect your participant ID. And what I mean with participant ID, when you're using Prolific, you're getting random people across the entire world. I think right now, it's focused in the UK and the USA, but you're getting people to take your study, and you need to know who they are if you're going to be able to pay them.

And it's particularly important that you do this if you're running a study that goes on multiple times. So mine was a two-time study with a week time lag in between the two periods. So what you have to do is you have to take the number that is given to every single Prolific participant, and you have to record it somehow.

So how do you want to record Prolific IDs? There are a couple of different ways to do this. One, you can add a question in your study, and that would be something at the very end saying, "What is your Prolific ID?" and they would enter it in. That's fine, but naturally, people are going to input it wrong, people may accidentally skip over that question.

So the best and easiest way that you can do, I don't know if easiest, but the best and most secure or recommended option, is to use URL parameters. And what URL parameters are, is in a web link, you have different parts. So we have prolific.com, researcher, workspace, projects, all the way up here.

So these URL parameters are information that you can embed in the web link, specifically about the person who's taking the study. So when we see all this stuff, this Prolific PID, this study ID, this session ID, this is information about the person who is the participant, about them.

So it will automatically record these URL parameters. So it'll automatically record their Prolific ID, their study ID, and their session ID. So what we want to do is we want people to have automatically record these Prolific IDs via URL parameters. And it says right here that is the recommended method on Prolific.

So there are a couple of things that we need to do. We need to go back into our Qualtrics survey, and I'm going to go to the survey builder. Oh, and make sure you save those questions. So yes, save them. And I need to add a question.

So if you are manually going to ask this question, you're going to say, "Hey, what's your Prolific ID?" So let's call this ID capture. So I need to add a new question, and it's going to be text entry, and it gives us some sample texts that we can use.

So if I were to collect this manually, I would put in this text right here, and it would say, "Hey, what's a Prolific ID?" and they'd have to manually enter their Prolific ID. But when you're using URL parameters, you can make it so that it will actually autofill with their correct ID number right here, their correct ID.

And that is what we are going to do. I'm going to just call this P ID, their Prolific ID. So now, we can automatically fill this in with their Prolific ID, which makes things a lot easier for you to do. And how do we do this? We need to go back to the survey builder.

So we're going to go to the survey flow, and we need to embed data. So this is data that Qualtrics is collecting, or we're telling it to collect, without the individual doing anything. So what we're going to do, we are going to add a new element, and let's go ahead, add a new element here, and we're going to do embedded data.

And we can do, create a new field, or choose from the dropdown, and what we're going to do, we are going to enter this Prolific PID right here. So I'm going to copy and paste, Prolific PID, and make sure that it says, "Value will be set from panel or URL."

So now, the URL will automatically be assigned to this Prolific PID form. And make sure that you move this to the very top of the survey, above everything else, by hitting this move option right here. So now, before they even open the study, as soon as they open it, Qualtrics is saving or embedding that data from their URL into this Prolific PID field.

So now, I can go back to the survey builder, make sure you save, yes, and when they get to this portion of our study, we want it to automatically fill. So what I'm going to do, we can right-click here, or we can hit default choices, and we can edit the default choices.

So I'm going to hit this down arrow, and we're going to pipe text or insert text, and we can do a couple of different things. We can do all this information here, but I'm going to embedded data field. And when I hit this down carat, we're going to select Prolific PID, and hit insert.

So you should see this dollar sign, e, uh, for/ field, Prolific PID, all that information right there. And essentially, what that is, it is code telling Qualtrics to fill in the embedded ID for Prolific PID from those URL parameters.

Alright, so now that we have created this field that will automatically pull the embedded data, this Prolific PID, we need to go back into Prolific and set that up on the Prolific side. So I need to get the survey link from Qualtrics. I'm going to go publish, I'm going to publish, and then I need to go to distributions, and I need to grab that link.

So I'm going to copy this link right here, I'm going to go back to Prolific, and it says, "What is the URL of your study?" I can go ahead, and I can copy and paste my link. And if you saw there, it happened real quick, but if I delete everything that it has in there, and just copy and paste the URL.

So you need to make sure that it is just an online URL, an anonymous link that anyone can use in Qualtrics. But if I go into Prolific, and I delete everything and copy and paste that text, that automatically hurries and adds the URL parameters at the end.

So it's going to ask you, Qualtrics automated integration, and it wants us to tell about your Qualtrics account, and I think, let's see, including you to invite to take part in a user research interview. So I personally do not have a Qualtrics API token, I'm just going to skip this part.

So now, when someone accesses this in Prolific, when we actually launch this survey, they will be able to collect their Prolific ID automatically. The other way that you can do it, you can just do it manually, and there's a link to do that, but essentially what you do, instead of having all this text right here, you just say, "What is your Prolific ID?" make sure that it is a forced response, and have them ask here.

One thing I forgot to say, on your consent question, make sure it is a forced response. At my schools, when I've done research, they require that your consent is a forced response, but your actual questions in the middle of the exam can't be a forced response. So you can request a response.

So for all these ones down here, you know, we could do request response, but we can't do a forced response. So make sure for your first and last questions, your consent, and your last one, that you force response. What that does, it makes people answer; they can't move on because you want people to give their consent, and you want people to get paid.

Alright, there is a lot of information on this Qualtrics integration guide, there's something called validating your pre-sc screeners, which I'm going to skip over, but one thing that also really helps, is at the end of the Qualtrics survey, is sending people back to the Prolific screen.

So they started in Prolific, they went and did their work in Qualtrics, and at the very end, we don't want them to miss out on getting paid. We don't want them to hit save but then never go back to Prolific. We want them to instantly save and have it instantly be recorded into Qualtrics.

So what we're going to do, we are going to send them there by having a URL redirect. So what we need to do, we need to go to the survey flow, and we have all of our information here, we have this embedded survey data, we have our questions, we have this ID capture.

Okay, so what we're going to do here, to collect our people, to send them to Prolific, what we need to do, we need to add this end of survey element. So we're going to hit add new element here, we're going to click end of survey, and we can customize this.

So when we hit customize, we can override survey options, and we can redirect to a URL. So if we go to our Prolific study, it's going to have this information right here, it's going to have a redirect URL. And there are a couple of ways that you can do it, you can manually review people, or you can approve them automatically.

So if we look at this Qualtrics integration guide right here, it wants you to build everything into Qualtrics. So if people failed attention checks, if people weren't actually in the United Kingdom, but you really wanted them to be in the United Kingdom, it wants you to build that in, so you can automatically pay them.

I personally like to do that manually, because if I'm spending money, you know, I just want to have a couple of extra barriers in the way, so I don't accidentally, you know, pay people money that they didn't earn, and you know, have to spend my personal money or something.

So what we're going to do, we need to customize the end of the survey, let's see, let me come out of this for a minute. So I hit this end of survey element, and I'm going to customize. So right now, if they were to end the survey, it would say something generic like, "Thank you, and your response has been recorded."

We're going to go to override survey options, we're going to redirect to a URL, we're going to use that URL, this redirect URL that we got from Prolific, and we're going to put it in Qualtrics. So redirect to URL, we're going to copy and paste that in, we are going to hit okay, and now we need to apply it down here, apply.

So now, after they take our study, they will automatically be redirected to this screen. So if I copy and paste that URL right here, it's going to give me, you know, this nice little message that says, "This completion URL is working correctly, the participant will complete this code."

So the code will automatically be saved, and everything will look good. So if I want to test this out, I'm going to go, and I'm going to preview right here. So I'm going to preview my survey. So here's the research study, "I do not agree to participate," you know, what I don't want to, it should automatically send them to this menu right here, that says, "You do not wish to participate."

Perfect, alright, so let's restart the survey, let's say yes, I want to participate, next, "What's the favorite flavor of ice cream?" I love Oreo ice cream, "Love Oreo ice cream, anything else, you're wrong," "Describe the feelings when you get when you eat your favorite flavor of ice cream," yummy, "Select Oreo to show that you're paying attention."

If I wanted to build attention check logic in there, if I didn't select Oreo, it would kick me out, but I'll go ahead and do that in a different video. So let's go ahead and hit next right here, and what's going to happen, if I came from Prolific, it would have automatically given me that ID, but because there's no this PID right here, it doesn't give me one.

But in the future, you know, it's going to give me some ID. So now, when I hit this next arrow, it automatically sends me to this Prolific right here. So you may have noticed two issues there.

So one, when you were testing it out, it didn't give that Prolific PID. One, I'm not a Prolific user, so like, from the customer, not the customer, from the research participant side, so I didn't have that PID, so it didn't autofill it in there.

Two ways you can do this, one, you can create two methods of doing this, you could have the automatic, and you could have the manual, but that's kind of cumbersome, so I wouldn't recommend that. But you can, if you're really worried about it.

Or two, highly recommend having a pilot study. If you're going to have 500 people in your study, start it with one, start it with five, and just make sure that Qualtrics works, make sure that everything works, just make sure that people are able to get through, cuz you know, you'd rather spend $5 testing it out than $1,000, and find out that something was broken, and it wasn't collected.

So let's go over what we did in Prolific. We started out with this project right here, our ice cream research, and it said, "How do you want to collect your data?" We're going to collect them with an external study link, we're going to send them to Qualtrics, we inputed the URL of our Qualtrics study, and how are we going to record their ID so they can get paid, and so we can line them up from time one and time two?

We are going to use URL parameters, those are auto-built-in ID markers in the web link. So we're going to use URL parameters, and when we scroll down, it gives us a redirect URL that we can use at the end.

So how did we implement these URL parameters, this Prolific ID, so it automatically fills it in? We went to our survey flow, and at the ID capture option, we entered this question that said, "What is your Prolific ID?" This response should fill in with the correct ID, but we needed to build some logic that would capture that embedded data.

So how do we do that? We did add a new element, and the element was this Prolific PID. So it's automatically going to pull this line of code, Prolific PID, from the web browser, it's going to pull it in, it's going to save that. It's saved, it's just floating in the web browser, it's not showing up anywhere.

So we went into this survey flow, and remember, this embedded data, just floating around, we haven't done anything with it yet. So we go to, we can either right-click and go to default choices, or we can hit default choices right here.

The embedded data is just floating around, so we need to pipe or insert the text from our embedded data. We hit this down carat, we hit Prolific PID, we inserted it, whoops, inserted it twice, and boom, we stuck that into Qualtrics.

So we saved it. So now, when someone takes our survey, they go through everything, and they save it in Qualtrics, when they get to the end of our study, it's automatically going to show their Prolific ID.

And then what we did as well, is we made it so when they hit next, so when we previewed our study, when they hit next, it automatically is going to send them to Prolific. So it'll automatically answer. So you know, it should have filled with something if I was a Prolific respondent, but when you're doing your sample, your, I'm forgetting my words, when you do your small pilot sample, that's word, when you're doing your pilot sample, it'll work, and it's going to send them back here, and it's going to make sure everything works in Prolific.

Alright, so this Qualtrics integration guide is great, it has a little bit more information. I'm going to make another video right now about how to validate your pre-sc screeners, that essentially just double-checks things in Qualtrics that is in Prolific.

And I'm also going to make another video about how to do a two-part study using Prolific. So use this article, look at it, but I hope my video helped. Please comment, please like, subscribe, message me if you have any questions about Prolific and Qualtrics and doing research, and kind of this technical side of setting up research.

I'd be more than happy to help, but you have a great day, and happy learning.

A Journey from Gilmore Girls to Economic Puzzles

Noah's path to becoming an assistant professor at Troy University's Sell College of Business unfolds uniquely, with early dreams of attending Yale sparked by a TV show. His candid sharing of personal anecdotes, including engaging in amateur strongman competitions and sumo wrestling, showcases a personality that defies the economist stereotype.

Unpacking the Complexities of Occupational Licensing

Noah dives into his research on occupational licensing, illuminating its impact on over 20% of the U.S. workforce. He advocates for a balanced approach to licensing laws, aiming to alleviate unintended economic barriers and mobility issues. His dedication to applying academic research to real-world problems shines through as he discusses the nuances and potential reforms in licensing.

Redefining Economics as the Science of Choices

The discussion highlights Noah’s view of economics as fundamentally about human decision-making. This perspective broadens the field's relevance, connecting economic theories with everyday human experiences and choices. It’s a powerful reminder that economics encompasses much more than market trends and financial metrics.

Empowering Students Through Education

Noah expresses a profound commitment to teaching, emphasizing innovative strategies to boost student success. He focuses on imparting practical skills such as effective note-taking and time management, aiming to prepare students for both academic and life challenges. His approach to education reflects a deep belief in its transformative power.

An Optimistic Outlook on the Future

Closing the episode, Noah shares his optimistic vision for the future of economics and education. His enthusiasm for the potential of positive change in teaching methods and economic understanding encapsulates the spirit of the conversation.

Reflecting on a Thought-Provoking Dialogue

Noah Trudeau's participation in the "Psychology of Business" podcast serves as a vibrant exploration of the intersections between economics, business, education, and personal growth. His story is a testament to the value of diverse experiences and an open-minded approach to learning and teaching. For listeners, Noah’s insights provide a rich source of inspiration to approach the study and practice of economics with curiosity, passion, and a sense of humor.

*This article was written with the help of ChatGPT 4 based on the Transcript of our Interview.

Job Performance at Work

Organizational researchers have identified three broad categories of job performance at work. These include task performance, organizational citizenship behaviors, and counterproductive work behaviors (Dalal, 2005). By better understanding these behaviors, you can be a better leader and work towards achieving organizational goals.

Task Performance

The first, and most obvious, type of job performance is called task performance. Put simply, task performance is getting the job done. If you are a cashier, you are taking orders. If you are a salesperson, it means making sales. Task performance means executing the duties and responsibilities that are in your job description.

Now, there are different ways that you can “do your job”. According to Jason Colquitt, Professor of Management at Notre Dame, this includes creative task performance, adaptive task performance, and routine task performance.

• Creative task performance is when an employee generates novel and useful ideas or approaches to completing one’s job. The employee is still completing their core job requirements, but they are improving on it somehow. An example of this is when a software engineer designs innovative code while working on a program.

• Adaptive task performance occurs when an employee has to modify one’s behavior or style to complete the job. This could be in response to new, changing, or uncertain work conditions. An example of this is when the software engineer has to learn a new software language to complete the job.

• Routine task performance occurs when employees do their day-to-day job consistently and efficiently. This is simply “doing your job”. An example of this is when the software engineer does debugging and makes sure the code actually runs.

Organizational Citizenship Behaviors

The next type of job performance is called organizational citizenship behaviors, or OCB. OCB occurs when an employee goes above and beyond to help others or the organization. This means doing more than what you are required to do, in ways that directly impact the organization positively. Early theorizing separated OCB into 2 separate dimensions—OCBI and OCBO.

• OCBI occurs when helping behaviors are directed toward a specific individual and OCBO occurs when helping behaviors are directed toward the organization (Williams & Anderson, 1991).

• Recent theorizing has looked at OCB from both the individual level as well as the unit or group level. Groups and teams can engage in this helping behavior.

Other theorizing has examined the specific types of behaviors of OCB. This includes AOCB and COCB. AOCB stands for affiliation-oriented OCB, and COCB stands for challenge-oriented OCB.

• Affiliation-oriented OCB occurs when people try to be peacemakers and help things run smoothly.

• Challenge-oriented OCB occurs when people try to help the organization by voicing opinions, giving constructive feedback, and taking charge. Podsakoff and colleagues (2014) asserted that OCB should be looked at in terms of AOCB and COCB.

Counterproductive Work Behaviors

The last type of job performance is called counterproductive work behavior, or CWB. Just as it sounds, these are work behaviors that are destructive to the organization. These are typically intentional actions that harm the organization See Marcus and colleagues (2016) for a review. There are a few different ways that CWB has been classified in the literature. For example, the model put forth by Bennett and Robinson (2000) views CWB as either organizational-oriented deviance or interpersonal deviance. Other views include Robinson and Bennett’s (1995) article, which put forth a typology of deviant workplace behaviors. These included:

• Production Deviance: A worker intentionally slows down their work pace to reduce output.

• Property Deviance: An employee stealing office supplies for personal use.

• Political Deviance: A manager spreading false rumors about a coworker to undermine their chances of promotion.

• Personal Aggression: An employee verbally insulting their colleague during a team meeting.

Job Performance at Work

It is important for managers and employees to be aware of the different categories of job behavior at work. This list does not encompass all behavior that an employee could exhibit, but it is a great overview. Thanks for reading, and happy learning!

References

• Dalal, R. S. (2005). A meta-analysis of the relationship between organizational citizenship behavior and counterproductive work behavior. Journal of Applied Psychology, 90(6), 1241.

  • https://psycnet.apa.org/record/2005-14549-015

• Colquitt et al (2012). Organizational Behavior: Improving Performance and Commitment in the Workplace. McGraw Hill.

  • https://www.mheducation.com/highered/product/organizational-behavior-improving-performance-commitment-workplace-colquitt-lepine/M9781264124350.html

• Williams, L. J., & Anderson, S. E. (1991). Job satisfaction and organizational commitment as predictors of organizational citizenship and in-role behaviors. Journal of Management, 17(3), 601-617.

  • https://journals.sagepub.com/doi/abs/10.1177/014920639101700305

• Podsakoff, N. P., Podsakoff, P. M., MacKenzie, S. B., Maynes, T. D., & Spoelma, T. M. (2014). Consequences of unit‐level organizational citizenship behaviors: A review and recommendations for future research. Journal of Organizational Behavior, 35(S1), S87-S119.

  • https://onlinelibrary.wiley.com/doi/full/10.1002/job.1911?casa_token=9PLdU1axlC4AAAAA%3AkUD_BVqkO1LpiegThlDOjCiGD4K5cE6QMVPAm4ksAi1IG12Z-PSfqUkoylRTvQPICHwTmeHKiavpSxM

• Marcus, B., Taylor, O. A., Hastings, S. E., Sturm, A., & Weigelt, O. (2016). The structure of counterproductive work behavior: A review, a structural meta-analysis, and a primary study. Journal of Management, 42(1), 203-233.

  • https://journals.sagepub.com/doi/abs/10.1177/0149206313503019

• Robinson, S. L., & Bennett, R. J. (1995). A typology of deviant workplace behaviors: A multidimensional scaling study. Academy of Management Journal, 38(2), 555-572.

  • https://journals.aom.org/doi/abs/10.5465/256693

• Bennett, R. J., & Robinson, S. L. (2000). Development of a measure of workplace deviance. Journal of Applied Psychology, 85(3), 349.

  • https://psycnet.apa.org/record/2000-15828-002

Organizational behavior (OB) stands as a pivotal area of study that delves into the core of human interaction within business settings. Its focus transcends mere operational aspects, embedding itself in the intricate web of human emotions, attitudes, and behaviors that drive organizational success. This comprehensive exploration seeks to demystify organizational behavior, shedding light on its origins, its critical importance in the realm of business, and its direct implications for managerial practices and educational pursuits.

The Multifaceted Realm of Organizational Behavior

Organizational behavior is inherently interdisciplinary, weaving together threads from psychology, sociology, anthropology, social psychology, and communications. It's a field that not only studies what makes each employee unique but also how these individual differences impact the collective environment and the organization's bottom line.

The Critical Importance of Studying Organizational Behavior

The essence of organizational behavior lies in its ability to enhance organizational effectiveness and profitability. By understanding the nuances of human behavior within various departments, such as marketing, accounting, finance, operations, and logistics, organizations can better navigate the complexities of internal and external interactions. This understanding leads to improved job performance, higher job satisfaction, and a reduction in behaviors that undermine organizational goals.

A Closer Look at the Levels of Organizational Behavior

1. At the Individual Level: This level zeroes in on the unique attributes of each employee, including their personality, values, and demographics. The focus is on understanding how these attributes affect job performance, motivation, and engagement. Task performance, organizational citizenship behaviors, and counterproductive work behaviors are key metrics for assessing individual contributions to the organization.

2. At the Group Level: Here, the emphasis shifts to team dynamics and how groups within the organization function. This level explores the impact of leadership, communication styles, power dynamics, and conflict resolution on group effectiveness. The diversity within teams, encompassing both surface-level characteristics like age and gender and deeper-level traits such as values and work preferences, plays a crucial role in shaping team outcomes.

3. At the Organizational Level: This overarching perspective examines the structural, cultural, and communicative aspects of an organization. It delves into how organizational culture, structure, and change initiatives can influence behavior and contribute to the strategic objectives of the business. Understanding and managing organizational culture and implementing effective change are pivotal for long-term success.

Managerial Applications and Strategies

For managers and leaders, the application of organizational behavior principles is indispensable. Key strategies include:

• Recognizing and valuing individual differences to tailor management approaches.

• Cultivating a supportive and cohesive team environment that encourages risk-taking and creativity.

• Assessing the organizational culture to align it with strategic goals and enhancing employee engagement.

• Implementing change management practices to navigate and adapt to evolving business landscapes.

The Interdisciplinary Advantage

The strength of organizational behavior lies in its interdisciplinary approach, which enriches the analysis of workplace dynamics through diverse lenses and methodologies. This approach facilitates a deeper understanding of the complex interplay between individuals, groups, and organizational structures, enabling targeted interventions and strategies for improvement.

In Conclusion

Organizational behavior offers a lens through which the intricate dynamics of human behavior in business settings can be understood and optimized. For managers, students, and employees alike, engaging with the principles of OB can unlock pathways to enhanced productivity, improved workplace relationships, and overall organizational success. As we continue to navigate the challenges and opportunities of the modern business landscape, the insights provided by organizational behavior will remain indispensable in crafting thriving, resilient organizations.

*Written with the assistance of AI, based on my YouTube video transcript.

The Dark Triad, first introduced and explored by researchers Delroy Paulhus and Kevin Williams in 2002, drew inspiration from diverse branches of existing literature. These studies highlighted three distinct yet interconnected personality traits: narcissism, Machiavellianism, and psychopathy. Paulhus and Williams' work played a pivotal role in solidifying the Dark Triad as a cohesive personality construct, offering a framework for comprehending complex human behavior and its ramifications on relationships and society.

Understanding the Dark Triad

The Dark Triad is an intriguing model of three distinct yet interrelated personality traits: narcissism, Machiavellianism, and psychopathy. While they do not rise to the level of clinically diagnosed personality disorders, they signify a spectrum of subclinical personality traits characterized by self-interest, emotional detachment, deceit, and aggression.

Narcissism

• Narcissism is typified by an inflated self-concept and an unrelenting pursuit of admiration and success. Those with narcissistic traits frequently exhibit grandiosity, aggression, and a desire for dominance. They may engage in attention-seeking behaviors, driven by fantasies of control and admiration.

• Narcissism can be divided into two distinct categories: grandiose narcissism and vulnerable narcissism. Grandiose narcissists project an overt sense of self-importance and aggressively seek admiration and success. In contrast, vulnerable narcissists use grandiose behavior as a defense mechanism, concealing their insecurities, feelings of inadequacy, and incompetence behind a façade of self-importance.

Machiavellianism

• Machiavellianism is characterized by manipulative tendencies, a cynical perspective on human nature, and a resolute commitment to achieving one's goals, often prioritizing these objectives over moral considerations. Individuals with Machiavellian traits are often adept social chameleons, skillfully manipulating situations to their advantage.

Psychopathy

• Psychopathy is distinguished by a lack of empathy, guilt, and remorse, depicting a bold and daring personality. However, this boldness often comes at the cost of poor behavioral controls, making subclinical psychopathy the darkest and most severe trait within the Dark Triad.

The Dark Triad in the Workplace

The traits of the Dark Triad wield both positive and negative influences within the workplace.

• Narcissism: Subclinical narcissism may contribute to unsatisfactory job performance, job dissatisfaction, and even the emergence of toxic leadership within the workplace. On the flip side, their grandiose nature can work in favor of organizations, as their self-promotion, impression management, and adept organizational politicking can expedite their path to promotions.

• Machiavellianism: Individuals with Machiavellian traits are a double-edged sword in the workplace. They may resort to mistreating others and even betrayal to achieve their goals. However, their adeptness at social manipulation can also be harnessed for personal gain and the cultivation of robust social networks.

• Psychopathy: Subclinical psychopathy can have divergent effects in the workplace. Individuals with these traits may exhibit lower job performance, engage in counterproductive work behaviors, and struggle to build positive workplace relationships. Nonetheless, in specific work environments characterized by emotional detachment, subclinical psychopathy can be an advantage. Some top executives exhibit psychopathic traits, benefitting from their ability to "ignore stress" and make calculated, rational decisions.

Conclusion

Continual research into the Dark Triad, building upon the foundation laid by Paulhus and Williams, deepens our comprehension of the intricate workings of human personalities and their impact on the world around us. This ongoing exploration is instrumental in unraveling the enigmatic spectrum of human behavior and its multifaceted consequences.

References

• Christie, R., & Geis, F. L. (2013). Studies in Machiavellianism. Academic Press.

• Forsyth, D. R., Banks, G. C., & McDaniel, M. A. (2012). A Meta-Analysis of the Dark Triad and Work Behavior: A Social Exchange Perspective. Journal of Applied Psychology, 97(3), 557.

• Miller, J. D., Gentile, B., Wilson, L., & Campbell, W. K. (2013). Grandiose and Vulnerable Narcissism and the DSM–5 Pathological Personality Trait Model. Journal of Personality Assessment, 95(3), 284-290.

• Paulhus, D. L., & Williams, K. M. (2002). The Dark Triad of Personality: Narcissism, Machiavellianism, and Psychopathy. Journal of Research in Personality, 36(6), 556-563.

Learn excel! In the world of data management and analysis, Microsoft Excel stands as a pillar of efficiency and productivity. Whether you’re a professional navigating the corporate landscape or a student striving for academic excellence, understanding the ins and outs of Excel can be a game-changer. This article serves as your comprehensive guide to mastering Excel, covering everything from the basics to advanced features. Let’s dive into the world of cells, formulas, and data manipulation.

1. Understanding the Layout

Excel, like any software, has its unique layout. You’ll become familiar with cells, rows, columns, the ribbon, tabs, and the formula bar. These are the building blocks of your Excel workspace, and understanding them is crucial for efficient data management.

2. Wrangling Data

Data is at the heart of Excel. Learn how to input and manipulate various data types, including numbers, dates, and text. Dive into the world of formulas and functions, which are your tools for performing calculations and data analysis.

3. The Power of SUM

The SUM function is your go-to tool for adding up numbers in a range. Whether you’re calculating expenses or revenues, understanding SUM simplifies the process of summation.

4. Averaging Insights

Excel’s AVERAGE function is invaluable for finding the mean of a range. It provides insights into data trends and central tendencies, making it an essential skill for data analysis.

5. Finding Extremes: MAX and MIN

Discover how to identify the largest and smallest values in your dataset using the MAX and MIN functions. This is crucial for data exploration and decision-making.

6. Precision with ROUND

Precision in data presentation matters. Learn to round numbers to a specified decimal place, enhancing the clarity and accuracy of your reports.

7. Combining Data: CONCAT

The CONCAT function allows you to combine text or values from multiple cells into a single cell, making data organization and reporting more efficient.

8. VLOOKUP: Data Retrieval Made Easy

Excel’s VLOOKUP function is a powerful tool for searching and retrieving specific data from tables, streamlining your data analysis process.

9. Data Visualization with Charts and Graphs

Concluding your Excel journey, explore how to represent data visually using various types of charts and graphs. This skill not only aids in data comprehension but also adds a professional touch to your reports and presentations.

This guide is suitable for both beginners and those looking to enhance their Excel skills. Whether you’re starting from scratch or want to refine your existing knowledge, the world of Excel offers endless possibilities for organizing, analyzing, and presenting data. So, equip yourself with these Excel essentials and embark on your journey to Excel mastery. Your data-driven success story begins here!

*This article was written by ChatGPT based on the transcript of the above video.

Introduction

Correlation and regression are two essential statistical concepts that help us understand and analyze relationships between variables. In this article, we'll dive into the key aspects of correlation and regression, unraveling their definitions, applications, and significance in various fields.

Correlation: Measuring the Relationship

Correlation is a fundamental statistical measure used to evaluate the direction and strength of the relationship between two variables. It serves two primary functions:

1. Direction: Correlation determines whether the relationship between two variables is positive, negative, or non-existent. A positive correlation implies that as one variable increases, the other also increases, while a negative correlation indicates that as one variable increases, the other decreases. No correlation suggests no apparent relationship.

2. Strength: Correlation quantifies how strong or weak the relationship between two variables is. This strength is typically measured on a scale ranging from -1 (perfect negative correlation) to 1 (perfect positive correlation), with 0 indicating no correlation.

The statistic used to quantify the strength and direction of the relationship in correlation is the Pearson Correlation Coefficient, simply referred to as Pearson’s r. The higher the absolute value of Pearson’s r, the stronger the relationship between the two variables.

• 0 - 0.2 - Very weak relationship

• 0.2 - 0.4 - Weak relationship

• 0.4 - 0.6 - Moderate relationship

• 0.6 - 0.8 - Strong relationship

• 0.8 - 1.0 Very strong relationship

Let's examine these concepts with a few examples:

• Positive Relationship: An increase in daily reading time positively correlates with an increase in ACT scores. As you spend more time reading, your ACT score tends to rise.

• Negative Relationship: More daily steps correlate with a decrease in body weight. When individuals take more steps daily, their body weight tends to decrease.

It's important to note that correlation doesn't imply causation. Just because two variables are correlated doesn't mean one causes the other. A relationship that appears causal but isn't is termed a "spurious relationship."

Regression: Predicting the Outcome

Regression analysis is another statistical tool that explores the relationship between variables, focusing on predicting one variable (the dependent variable, Y) based on another (the independent variable, X). Unlike correlation, regression aims to establish a cause-and-effect relationship by determining how much the independent variable influences the dependent variable.

In simple linear regression, a single independent variable is used to predict a single dependent variable. The regression equation is typically represented as:

Yhat = a + βX + error

Here's what the components mean:

• Yhat represents the estimated value of the dependent variable.

• a is the y-intercept, the value of Y when X is zero.

• β (beta) is the slope of the line, indicating how much Y changes for a one-unit change in X.

• The error term accounts for unexplained variability.

Interpreting the regression equation, for every unit increase in X, Y is expected to change by β units. In simpler terms, it quantifies the impact of the independent variable on the dependent variable.

Evaluating Regression: R-squared

To assess the quality of a regression model, we often look at the R-squared (R²) value. R-squared represents the proportion of variance in the dependent variable explained by the independent variable(s). A higher R-squared indicates a better fit, suggesting that the independent variable(s) can explain a larger portion of the variation in the dependent variable.

For example, an R-squared of 0.533 means that 53.3% of the variance in the dependent variable can be explained by the independent variable(s). However, it's important to note that even with a high R-squared, there might still be other factors at play that the model doesn't capture.

Applications in Business and Beyond

Correlation and regression analysis are powerful tools with applications spanning various fields. In business, they are crucial for understanding customer behavior, optimizing marketing strategies, predicting sales, and much more. These statistical techniques can also be applied in social sciences, healthcare, economics, and environmental studies, among others.

Conclusion

Correlation and regression analysis are indispensable tools for unraveling the relationships between variables, whether you're trying to understand the impact of marketing spend on sales or predict the number of births based on poverty rates. These statistical concepts empower analysts to make informed decisions, but it's essential to remember that while correlation provides insights into relationships, regression delves deeper into prediction and causation. Both tools are valuable assets in the world of data analysis and decision-making.

*This article was written with the help of AI based on my Correlation and Regression YouTube video.

Want to learn how to do simple and multiple regression in Excel? Check out this video!

Mediation Analysis with Sobel

Mediation analysis exists to assess if there is a third or intervening variable between the relationship of the Independent Variable (X) and the Dependent Variable (Y). A popular method for assessing mediation is the Sobel test. Despite the shortcomings of this approach, the Sobel test is often one of the first methods learned when assessing mediation.

For this analysis, assume that our Independent Variable (X) is Well-Being and our Dependent Variable (Y) is Job Performance. Additionally, our Mediating Variable (M) is Job Engagement. We need to assess the relationship between Well-Being (X) on Job Engagement (M). Additionally, we need to examine the impact of Job Engagement (M) on Job Performance (Y) when including Job Satisfaction (X) as a predictor. Let’s examine the Sobel Test.

The classic Baron and Kenny (1986) article laid out the causal steps approach to mediation. First, assess the relationship between IV and DV. Second, assess the relationship between IV and M. Third, assess the relationship between M and Y, while including X as a predictor. Lastly, assessing if full or partial mediation has occurred based on whether the X to Y relationship is no longer statistically significant (Full Mediation) or if it has simply been reduced (Partial Mediation). The “traditional version” of the Sobel statistic is calculated as Sobel Statistic = a*b/SQRT(b²*Sa² + a²*Sb²). This is the formula used by Kristopher Preacher on his website QuantPsy.org. Now the denominator, or the standard error formula differs according to which version of the formula will be used, we will be using the above formula. The resulting Sobel Z statistic is a “critical ratio as a test of whether the indirect effect of the IV on the DV via the mediator is significantly different from zero”. - http://quantpsy.org/sobel/sobel.htm 

Sobel in Excel

I want to note that much of this calculator is based on prior work by Ruben Geert van den Berg (https://www.spss-tutorials.com/sobel-test-what-is-it/). I have adapted and added to his calculator, but note that while preparing my tool, I came across his and thought it looked great, so I incorporated it into my tool. In reality, I mainly just build on top of his tool.

First, you need to enable the Data Analysis Toolpak in Excel to perform the regression. To do this go to File > Options > Add-ins > Analysis Tookpak.

Second, you will see that there are five separate worksheets in this Excel workbook. The first is the instructions. The second is the calculator, the third is your first regression (X to Y), the fourth is your second regression (X to M), and the fifth is your third regression (X and M to Y).

The in blue will be automatically referenced based on your regression analyses, and the resulting statistics will be outputted in green. Please note that for the calculator to auto-calculate, the regression output must be entered on Cell E1 of sheets “IV → DV”, “IV → M”, and “IV & M → DV”. Alternatively, you can just enter the arguments manually in the blue (copy and paste).

Third, you need to calculate each of the two regression analyses. The first regression is an analysis of the Independent Variable (X) Well-Being on the Mediating Variable (M) Job Engagement. To do this, run a regression analysis on the worksheet “IV → M”. Data > Data Analysis > Regression > Input Y Range ($B$1:$B$21) > Input X Range ($A$1:$A$21) > Yes Labels > Output Range $E$1 > OK.

The resulting output shows the unstandardized regression coefficient (a) as 0.567 (rounded) and the standard error (Sa) as 0.165 (rounded). These numbers should auto-populate into the calculator.

Next, we need to run a multiple regression where the Independent Variable (X) Well-Being and the Mediating Variable (M) Job Engagement are both predictors of the Dependent Variable (Y) Job Performance. You will be inputting the data from job Job Engagement. To do this, run a regression analysis on the worksheet “IV & M→ DV”. Data > Data Analysis > Regression > Input Y Range ($C$1:$C$21) > Input X Range ($A$1:$B$21) > Yes Labels > Output Range $E$1 > OK. The input range of both columns tells Excel that each column is its own variable. Note that multiple independent variables must be next to each other in Excel for the regression to run properly.

The resulting output shows the unstandardized regression coefficient (b) as 0.612 (rounded) and the standard error (Sb) as 0.227 (rounded). These numbers should auto-populate into the calculator.

Now that we have all of our data, we can begin to calculate the Sobel Statistic. The numerator is a*b. The denominator is SQRT(b²*Sa² + a²*Sb²). The Sobel Statistic is Numerator/Denominator. From QuantPsy.org, the accompanying P-Value is “drawn from the unit normal distribution under the assumption of a two-tailed z-test of the hypothesis that the mediated effect equals zero in the population”.

Based on the analysis of our results, and a p-value of less than .05, signifying that the indirect effect of X on Y via the mediator has support. Thus, we can imply that we have mediation, or that Job Engagement (M) mediates the relationship between Well-Being (X) and Job Performance (Y). Additionally, because the 95% confidence interval does not contain zero, we have statistical significance.

Full vs. Partial Mediation

Now, if the relationship between the X and Y variables is no longer statistically significant, we have full mediation. Whereas, if the relationship is reduced, we have partial mediation. Based on our analysis, we have full mediation. This is because when we run a regression on “IV → DV” assessing the relationship between the IV and DV, we get a P-value for the IV of 0.02 (rounded). After assessing that same relationship in the presence of the mediator “IV & M → DV” the P-value for the IV is only 0.56 (rounded). Thus, the relationship is no longer statistically significant in the presence of the mediator, signifying full mediation.

Data File. Please download, do not request access:
https://docs.google.com/spreadsheets/d/1gH6Y8EIUkmZZmPYKXsgcOfl2IHW-TCUQ/edit?usp=sharing&ouid=112689421649963944674&rtpof=true&sd=true

Thank you for reading, Please let me know if you have any questions, comments, or concerns (or if I made a mistake in my video or article)!

References

• MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., & Sheets, V. (2002). A comparison of methods to test mediation and other intervening variable effects. Psychological methods, 7(1), 83.

  • https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2819363/

• Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of personality and social psychology, 51(6), 1173.

  • https://psycnet.apa.org/doiLanding?doi=10.1037%2F0022-3514.51.6.1173

• Ruben Geert van den Berg

  • https://www.spss-tutorials.com/sobel-test-what-is-it

Mentimeter isn't just a presentation tool; it's a dynamic student response system designed to boost engagement and interaction. It empowers students to actively participate by taking quizzes, engaging in friendly competition, answering open-ended questions, and more. It bridges the gap between me as the instructor and my students, making the learning process truly collaborative and enjoyable.

Interactive Presentation Software:

Interactive presentation software, also known as a student response system or game-based learning, enhances engagement and collaboration in the classroom. Its primary aim is to involve all participants, whether they're students, managers, or customers, in the learning process. Research has shown that game-based learning programs, like Kahoot and Mentimeter, have a positive impact on learning performance, classroom dynamics, student and teacher attitudes, and even reduce student anxiety.

My Fourfold Approach to Using Mentimeter:

To make the most of Mentimeter in my classroom, I've developed a systematic four-step approach:

1. Icebreaker Activities: I kickstart my classes with engaging icebreaker questions that encourage students to interact with each other. This breaks the ice, fosters a sense of community, and gets everyone talking and engaged.

2. Check-in Questions: I use Mentimeter to gauge my students' well-being in the class. They can ask questions about assignments, the syllabus, or any concerns they may have. This transparent approach ensures that students feel heard and supported.

3. Incorporating Mentimeter in Lectures: I seamlessly integrate Mentimeter into my lectures, creating opportunities for mid-lecture check-ins, research assignments, and collaborative tasks. For instance, I recently had my students research and discuss companies' vision and mission statements, all within the Mentimeter platform.

4. End of Lecture Quiz Competition: To reinforce the day's learning and keep the excitement going, I wrap up my lectures with a quiz competition. This adds an element of fun and excitement while helping me identify areas where students may need additional support.

The Student and Teacher Experience:

From a student's perspective, using Mentimeter is straightforward. They can join the interactive session by scanning a QR code or visiting mentimeter.com. My strategic use of Mentimeter ensures that students actively participate in class. The competitive quiz at the end not only engages them but also helps me assess their understanding effectively.

Mentimeter has been a game-changer in my classroom, transforming it into a lively and interactive space where students actively engage in the learning process. The combination of icebreakers, check-in questions, in-lecture activities, and end-of-lecture quizzes creates a dynamic and engaging learning environment that fosters collaboration and interactivity.

As educators, we're always seeking innovative ways to enhance engagement and learning outcomes. Tools like Mentimeter offer an invaluable resource for creating memorable and impactful classroom experiences. So, as I encourage you, consider incorporating this program into your classrooms, and let the fun and learning begin!

Cronbach's alpha is a widely used measure of internal consistency in psychometrics and research methodology. It assesses the extent to which a set of items or questions in a scale or test consistently measure the underlying construct. In this article, we will explore how to calculate Cronbach's alpha using Excel, providing step-by-step instructions and explanations. Please note that there are many ways to calculate alpha in Excel, such as doing an ANOVA or using a plug-in. However, I like this method because you can do it on any spreadsheet software, and it is pretty intuitive (I hope).

Understanding Cronbach's Alpha:

Cronbach's alpha is a coefficient that ranges between 0 and 1, with higher values indicating better internal consistency. It is commonly used in fields such as psychology, education, and social sciences to evaluate the reliability of a scale or questionnaire. Before diving into the calculation, let's briefly understand the formula for Cronbach's alpha.

Cronbach's Alpha Formula:

Cronbach’s Alpha Formula via Wikipedia

• α = Cronbach’s Alpha

• k = Number of items in your scale

• Σα²y = Summated variance of each item

• α²x = Variance of total scores

Step 1: Setting up the Data in Excel

To calculate Cronbach's alpha, you need to have your data organized in an Excel spreadsheet. Create a column for each item in your scale and a row for each participant. Enter the responses or scores for each participant under the corresponding item column.

Step 2: Calculating the Variance of Each Item

In Excel, you can use the VAR.S function to calculate the variance of each item. Simply select a cell where you want to display the variance, and use the formula "=VAR.S(range)" where "range" refers to the range of scores for that particular item. Repeat this process for each item, calculating the variance and displaying it in the respective cells.

Step 3: Summing the Scores for Each Participant

Next, you need to calculate the total score for each participant by summing up the scores across all items. To do this, select a cell where you want to display the total score for the first participant, and use the SUM function to add up the scores for that row. Drag the formula down to calculate the total scores for all participants.

Step 4: Computing the Summed Variance of Items and Total Variance

Now, sum up the variances of all items by using the SUM function. Select a cell where you want to display the summed variance and enter the formula "=SUM(range)" where "range" refers to the cells containing the variances of individual items.

Similarly, calculate the variance of the total scores using the VAR.S function, specifying the range of total scores.

Step 5: Applying the Cronbach's Alpha Formula in Excel

With the variances of items and the variance of total scores calculated, you can now apply the Cronbach's alpha formula. In a cell of your choice, enter the formula:

Cronbach’s Alpha Formula via Wikipedia

Replace "n" with the number of items in your scale. Excel will automatically substitute the values from the previous steps into the formula and provide you with the Cronbach's alpha coefficient.

Interpreting the Cronbach's Alpha Score:

The resulting Cronbach's alpha coefficient ranges between 0 and 1. Higher values indicate better internal consistency, with values above 0.7 generally considered acceptable. However, it is important to interpret the alpha score in the context of your specific scale and research field.

While Cronbach's alpha is a widely used measure, it is not without limitations. It assumes that the items in the scale measure the same construct and have equal weight. Additionally, Cronbach's alpha is influenced by the number of items in the scale, with longer scales typically yielding higher alpha values. It is important to consider these factors and supplement Cronbach's alpha with other statistical and psychometric techniques to ensure a comprehensive assessment of measurement reliability and validity.

Calculating Cronbach's alpha in Excel allows researchers to evaluate the internal consistency of their scales or questionnaires with ease. By following the step-by-step instructions outlined in this article, you can confidently measure internal consistency using your own data. Remember to interpret the Cronbach's alpha score in the context of your research field and consider its limitations.

Further Reading and References

• https://statisticsbyjim.com/basics/cronbachs-alpha/

• https://en.wikipedia.org/wiki/Cronbach%27s_alpha

• https://stats.oarc.ucla.edu/spss/faq/what-does-cronbachs-alpha-mean/