Peer Pressure and Subject Selection: A Comprehensive Analysis of Influences on Higher Education Choices among Indian Students

 

Peer Pressure and Subject Selection: A Comprehensive Analysis of Influences on Higher Education Choices among Indian Students

Khritish Swargiary1, Kavita Roy2

Research Assistant, EdTech Research Association, India1.

Guest Faculty, Department of Education, Bongaigaon College, India2.

Abstract: This research delved into the intricate relationship between peer pressure and subject selection for higher education among Indian students. A sample size of 100 participants grouped from A to J was utilized, and a mixed-methods approach was employed to gather and analyze data. The study scrutinized participant ratings on a scale of 1-5, revealing varying degrees of influence in different groups. Statistical analysis, including a one-sample t-test, was conducted to determine the significance of peer pressure on subject selection. Notably, Groups C, F, and G exhibited a significant influence, while the remaining groups showed no significant impact. The rejection of the null hypothesis in Groups A to J suggested evidence supporting the influence of peer pressure on subject choice. Participants reported feeling pressured to select specific subjects due to peer influence, emphasizing the importance of peer approval in decision-making. The findings underscored the need for nuanced understanding and tailored interventions to address the impact of peer pressure on subject selection. The study concluded with recommendations for further research to explore specific influencing factors and strategies to mitigate negative effects on decision-making processes.

Keywords: Peer Pressure, Subject Selection, Higher Education, Student Influences, Statistical Analysis.

I. INTRODUCTION

Peer pressure is frequently observed during the adolescence stage of teenagers because they often seek solace among their peers and intend to emulate what their peers do without discerning whether it is beneficial or detrimental to them. Adolescence is a transitional period for an individual when a child reaches the point of transitioning from childhood to adulthood (Adeniyi & Kolawole, 2015). Thus, individuals are susceptible to temptations in the social contextualization concepts; for instance, socializing with others may involve engaging in activities such as napping and drinking during classes or the workday (Bonein & Denont-Boemont, 2013).

The adolescent social environment could impact teenagers during their adolescence because, mostly in this period, teenagers tend to communicate more with their peers. As children grow and enter adolescence, teenagers become more reliant on their peers than their family, especially when making choices and developing their moral values in life (Uslu, 2013).

Human development is influenced by socialization with others in the environment. Specifically, the academic achievements of students are thought to be correlated with the support provided by parents, teachers, and the peers of teenagers that affect their level of academic performance (Chen, 2008). In general, teenagers spend more time with peers. Peer pressure is described to have both positive and negative impacts on individuals and can even have no effect on a person because peer pressure is a continuous learning process (Gulati, 2017).

Peer pressure often appears to have various effects on student academic performance in school. It is about how their peers influence them, whether in a positive or negative way. Teenagers need to seek comfort from others that they find in the presence of their peers, and they may not even be aware of how their peers influence them academically.

Parental effects on the educational pursuit and attainment of an individual have garnered significant support and validation in numerous studies, notably exemplified by the investigation conducted by [3], which revealed that parental guidance plays a crucial role in shaping the learning achievements of adolescents, especially concerning the socio-economic status of parents. This assertion is further underscored by a psychoanalytic theory that delves into both voluntary and involuntary childhood experiences and memories [4]. These experiences are frequently dominated by parents, influencing an individual's choices and mentality, resulting in career decisions often mirroring childhood experiences, fulfilling childhood needs, or realizing familial dreams. The impact of working mothers and homemakers also emerges as a pivotal factor in delineating career trajectories for their daughters and sons within a household [5], [6].

As outlined by [7]-[9], the career paths of parents significantly intertwine with the career choices of their children. The influence of parents on attitudes and values strongly molds individual career preferences, with a heightened effect in socialist cultures, where respect for and obedience to one's parents are paramount values. Conversely, a counterargument posits that parental influence on children's career choices might not be as substantial, with individualism playing a more pivotal role [10].

Concurrently, the influence of peers on career choices gains prominence, aligning with the discoveries of [11]-[13], which indicate that teenagers are more susceptible to group norms during their formative years, seeking to establish a sense of personal identity in harmony with the normative expectations of their peers. [14] corroborates this idea, demonstrating that peer influence coexists with parental influence.

Earlier research findings echo the sentiments of [15] and [16], contending that parental influence carries significant weight in the selection of majors. Parents associated with a specific field tend to create an environment fostering peer effects congruent with the chosen career path. Consequently, early exposure to a parent's career path correlates with the peer influence encountered by an individual, encompassing the combined impact of parents, peers, and other variables.

Peers emerge as another formidable force in shaping student decision-making processes. The subjective norm, according to [17], reflects an individual's perception that influential people in their life expect them to either engage or refrain from a particular behavior. The general subjective norm is determined by perceived expectations from specific individuals or groups, coupled with the person's motivation to adhere to those expectations.

The process of selecting subjects for higher education is a critical decision that students in India face as they transition from school to college. This decision plays a significant role in shaping their academic and professional trajectories. While several factors influence subject selection, peer pressure has emerged as a prominent factor affecting student’s choices. Peer pressure refers to the influence exerted by one's peers or social group to conform to certain behaviors, attitudes, or decisions.

Study indicates that the impact of peer groups on students' anxiety levels, particularly concerning their education, has been observed (Kadir, Atmowasdoyo & Salija 2018). The dynamics within these groups and their correlation with peers are interconnected, necessitating vigilant monitoring of the direction these relationships take, considering all pertinent factors associated with the group's outcomes (Wilson, 2016). Professionals recognize the concept of peer influence, acknowledging its potential negative effects on teenagers. This can be mitigated through education and preparation, equipping teenagers to confront the adverse aspects induced by peer pressure (Temitope & Og0nsakin, 2015). Similarly, the impact of peer influence on teenagers is not uniformly negative; rather, it varies based on how students perceive and engage with the peer climate within their group (Mosha, 2017). When students are motivated and influenced by their peers, they exhibit excellence in school, achieving commendable grades in subjects such as mathematics (Boechnke, 2018). The crucial support derived from peer groups propels students to surpass their capabilities, fostering concentration on studies and academic success (Olalekan, 2016). Adolescents gaining social support from their peers find it essential for coping with various challenges, allowing them to release emotions through communication. Social support, facilitated by peers, plays a pivotal role in mitigating the effects of stressors and stressful situations for teenagers (Esen & Gundogdu 2010). Despite numerous studies investigating peer group effects on academic performance, understanding the nature of these effects remains elusive among students (Zhang, 2010). Recognizing how teenagers interact within their peer groups, the impact of peer presence on academic achievement becomes crucial for various categories within the educational system (Leka, 2015). Describing peer pressure as peers encouraging other teenagers to engage in specific activities is commonplace (Santor, Messervey & Kusumakar, 2000). Parental supervision during adolescence influences peer pressure, as adolescents tend to spend more time with peers due to perceived lack of supervision from parents (Puligni, 1993). Various factors, including family guidance and healthy interactions with the environment, affect students' academic performance (Ezzarrooki, 2016). Student interactions with peers enhance their capabilities and academic performance, as seeking help from peers serves as motivation compared to working alone (Sotinis, Mirco & Michael, 2013). Peer groups in schools contribute to socializing teenagers, enabling them to connect and support each other during adolescence (Uzezi & Deya, 2017). The interaction between students and their peers can significantly influence their choices and academic performance (De Giorgi, n.d.). Understanding peer influence on teenagers is crucial for shaping socioeconomic policies (Carman & Zhang, 2011). Peer relationships play a vital role during adolescence, fostering deep and lasting friendships (Guzman, 2017). Peer pressure can impact individuals within a society positively or negatively, with the majority influenced by undesirable behaviors of those resisting societal norms (Gulati, 2017). Various factors, including developmental challenges, hinder adolescents' academic excellence (Chen, 2008). Seeking emotional support by communicating personal objectives helps individuals cope with challenges (Borein & Boemont, 2013). Peer groups address teenagers' concerns, including changes in physical appearance (Ademiyi & Kolawole, 2015). Peer pressure can significantly affect students' self-esteem, a crucial factor during adolescence, shaping attitudes toward encountered aspects (Uslu, 2013). Students often fantasize about their future aspirations, with peer pressure influencing their pursuit of choices (Owoyele & Toyobo, 2008). Peer group dynamics can lead to undesired behaviors, particularly when influenced by a group leader promoting deviant acts (Dumas, Ellis, & Wolfe, 2012). The social context of peer groups plays a vital role in society and impacts academic achievement during development (Chen, 2008). As individuals age, the adaptive behavior of development becomes broader and more complex (Yonus, Mushtaq & Qaiser n.d.). Schools serve as institutions shaping students' learning experiences, with interactions among students influencing major choices (Korir, 2014). While the behavior of individuals within a group may appear similar, relating these similarities to shared outcomes or intentions remains challenging (Kremer & Levy, 2008). Interactions among students of similar age groups enhance learning capacities under adult guidance (Kinderman, 2016). Therefore, while Peer Pressure's direct impact on students' academic performance is ambiguous, understanding appropriate coping mechanisms is crucial for navigating peer pressure optimistically.

In the Indian context, where the competition for prestigious educational institutions and lucrative careers is intense, peer pressure can have a substantial impact on student’s subject selection. Students often face pressure from their peers to choose specific subjects based on various factors, such as societal expectations, career prospects, and perceived prestige associated with certain fields of study. The desire to fit in, avoid isolation, and gain acceptance from their peers can heavily influence students' decision-making processes.

Understanding the extent and nature of peer pressure on student’s subject selection is crucial for educators, policymakers, and parents to provide appropriate guidance and support. By gaining insights into the factors contributing to peer pressure and its influence on subject choices, stakeholders can develop interventions and strategies to help students make informed decisions based on their interests, aptitudes, and long-term goals.

This statistical experimental research aims to investigate the impact of peer pressure on students' subject selection for higher education in India. The study will explore the level of peer pressure experienced by Indian students and identify the factors that contribute to this pressure. It will also examine the correlation between peer pressure and student’s final subject choices, taking into account other relevant variables such as gender, socioeconomic status, and academic performance.

II. REVIEW OF LITERATURE

1)      A study conducted by "Hashim, H. M., & Embong, A. M. (2015). Parental and Peer Influences upon Accounting as a Subject and Accountancy as a Career. Journal of Economics, Business and Management, 3(2), 252-256." delves into the exploration of the extent of impact wielded by parents and peers on the career decisions of Malaysian school students opting for accountancy. Employing a combined methodological approach encompassing both qualitative and quantitative methodologies, the research engaged a sample of 309 secondary school students specializing in accounting principles or commerce as respondents. The outcomes divulged those parents, especially mothers, exert a more pronounced influence on the career choices of secondary school students in comparison to their peers. Interestingly, the study unveiled that parents' educational backgrounds do not play a role in steering their children's career preferences. The insights derived from this investigation are poised to furnish educators and teachers with heightened awareness and comprehension of the consequential influences parents and peers wield over the career selection of school students. Consequently, this comprehension is integral as the accountancy profession emerges as a commendable and worthy pursuit for these students.

2)      A study by "Moldes, V. M., Biton, C. L., Gonzaga, D. J., & Moneva, J. C. (2019). Students, peer pressure and their academic performance in school. International Journal of Scientific and Research Publications, 9(1), 300-312." elucidates that adolescents exhibit a heightened inclination to encounter peer pressure within the school environment. Peer pressure manifests in four distinct categories, namely, social belongingness, curiosity, cultural-parenting orientation of parents, and education. The chosen research design remains descriptive correlation. The investigators administered a survey to Senior High School students, garnering 96 respondents who diligently completed the questionnaire. Quantitative data underwent processing utilizing the chi-square method. The outcome would unveil the correlation between the perceived level of peer pressure concerning social belongingness, curiosity, cultural-parenting orientation of parents, and education. In general, students are anticipated to confront the ramifications of peer pressure with optimism to mitigate the adverse effects on their academic endeavors. Students may adopt either positive or negative strategies in response to peer pressure, and teachers play a pivotal role in guiding and assisting them in addressing these challenges.

1) Objectives:

a)      Determine the level of peer pressure experienced by Indian students in selecting specific subjects for higher education.

b)      Identify the factors contributing to peer pressure in subject selection.

c)      Analyze the impact of peer pressure on student’s final subject choices.

d)      Assess the influence of gender, socioeconomic status, and academic performance on the relationship between peer pressure and subject selection.

2) Hypothesis:

a)      Null Hypothesis (H₀): Peer pressure does not significantly influence student’s subject selection for higher education in India.

b)      Alternative Hypothesis (H₁): Peer pressure significantly influences student’s subject selection for higher education in India.

Hypotheses for the relationship between the independent variable (peer pressure) and the dependent variable (subject chosen for higher education).

III. METHODOLOGY

The methodology of this study was developed and executed by faculty members and staff of the EdTech Research Association, with Kavita Roy serving as a co-author and actively contributing to the design and implementation of the research.

1)      Research Design: The research design for this study on peer pressure and subject selection for higher education in India employs a mixed-methods approach, combining both quantitative and qualitative methods. This comprehensive design allows for a nuanced exploration of the relationship between peer pressure and subject choices, utilizing numerical data analysis and capturing participants' subjective experiences.

2)      Research Sample and Technique: The sample size for this research is 100 participants, chosen through a stratified random sampling technique. This approach involves categorizing the population into strata based on specific characteristics such as gender, age, city, and then randomly selecting participants from each stratum. This method ensures a diverse representation across different groups, contributing to the comprehensive understanding of the research phenomenon.

3)      Research Tools Used:

a)      Quantitative Research: The collection of numerical data is facilitated through a structured survey questionnaire. The questionnaire incorporates Likert scale, multiple-choice, and demographic questions to analyze the quantitative aspects of the relationship between peer pressure and subject choices.

b)      Qualitative Research: Subjective experiences and reasons behind subject choices are captured through open-ended questions in the survey questionnaire and in-depth interviews with a subset of participants.

 

4)      Research Procedure:

a)      Participant Selection: The population comprises Indian students influenced by peer pressure in selecting subjects for higher education. The sample size of 100 participants was determined based on feasibility, available resources, and statistical significance.

b)      Criteria for Inclusion: Participants must be currently enrolled in higher education in India and have experienced the subject selection process.

c)      Diversity Considerations: To ensure a diverse sample, factors such as gender, geographical location, socioeconomic background, and academic performance were considered.

d)      Confidentiality: Participant identities and personal information were kept confidential throughout the research process to maintain anonymity and uphold ethical standards.

e)      Informed Consent: Before participation, participants were provided with information about the study's purpose, procedures, and their rights. Voluntary informed consent was obtained.

f)       Data Collection: Numerical data was collected through the survey questionnaire, while qualitative data was obtained through open-ended survey questions and in-depth interviews with selected participants.

g)      Data Analysis: Quantitative data was subjected to statistical analysis, while qualitative data underwent thematic analysis to derive meaningful insights.

h)      Ethical Considerations: The entire research process adhered to ethical standards, ensuring participant welfare and respecting their rights.

This mixed-methods approach aims to provide a holistic understanding of the impact of peer pressure on subject selection for higher education in India, enhancing the validity and reliability of the findings. While the selected sample may not fully represent the entire population, efforts were made to obtain a diverse and manageable sample to yield valuable insights.

Table 1(see APPENDIX), questionnaire includes a mix of demographic questions (age, gender, city) and questions specifically related to subject choice, peer pressure, and its impact. It incorporates Likert scale questions for rating the influence of peer pressure, as well as open-ended questions to allow participants to express their thoughts and experiences more freely.

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

IV. RESULTS

Table 2 with responses for each question from a group of 10 participants (Group A) from Mumbai.

Table 3 with responses for each question from a group of 10 participants (Group B) from Chennai.

Table 4 with responses for each question from a group of 10 participants (Group C) from Guwahati.

Table 5 with responses for each question from a group of 10 participants (Group D) from Noida.

Table 6 with responses for each question from a group of 10 participants (Group E) from Surat.

Table 7 with responses for each question from a group of 10 participants (Group F) from Bhopal.

Table 8 with responses for each question from a group of 10 participants (Group G) from Patna.

Table 9 with responses for each question from a group of 10 participants (Group H) from Srinagar.

Table 10 with responses for each question from a group of 10 participants (Group I) from Delhi.

Table 11 with responses for each question from a group of 10 participants (Group J) from Puri.

V. FINDINGS

To determine the findings regarding the influence of peer pressure on a scale of 1-5 in each group, the responses from groups A to J were analyzed. The observed ratings of peer pressure influence were as follows:

VI. DATA ANALYSIS

Based on the above ratings, the findings and results were summarized as follows:

Group A: The influence of peer pressure on subject choice was mostly rated between 3 and 5.

Group B: Participants generally rated the influence of peer pressure between 2 and 4.

Group C: The majority of participants rated the influence of peer pressure between 4 and 5.

Group D: Ratings for peer pressure influence ranged between 2 and 5, with no specific trend.

Group E: Participants mostly rated the influence of peer pressure between 3 and 5.

Group F: The influence of peer pressure was generally rated between 3 and 5.

Group G: Ratings for peer pressure influence ranged between 3 and 5.

Group H: Participants rated the influence of peer pressure between 3 and 5.

Group I: Ratings for peer pressure influence ranged between 2 and 4.

Group J: Participants mostly rated the influence of peer pressure between 2 and 4.

To determine the influence of peer pressure on students' subject selection, an analysis was conducted on the observed ratings on a scale of 1-5 from each group. A statistical analysis was performed using the collected data from groups A to J.

A hypothesis test was conducted to determine if there was a significant influence of peer pressure on subject selection. The null hypothesis (H₀) stated that peer pressure did not significantly influence students' subject selection, while the alternative hypothesis (H₁) suggested that peer pressure did significantly influence subject selection.

A one-sample t-test was performed on the observed ratings to evaluate whether the mean rating significantly differed from the midpoint of the scale (3.0), considering a significance level (α) of 0.05.

Here are the calculations and results for each group:

Group A: Mean rating: 3.8 t-value: 2.114 p-value: 0.062 (p > α)

Group B: Mean rating: 3.0 t-value: 0.000 p-value: 1.000 (p > α)

Group C: Mean rating: 4.0 t-value: 3.000 p-value: 0.014 (p < α)

Group D: Mean rating: 3.6 t-value: 1.732 p-value: 0.118 (p > α)

Group E: Mean rating: 3.6 t-value: 1.732 p-value: 0.118 (p > α)

Group F: Mean rating: 4.2 t-value: 3.464 p-value: 0.008 (p < α)

Group G: Mean rating: 4.2 t-value: 3.464 p-value: 0.008 (p < α)

Group H: Mean rating: 3.8 t-value: 2.114 p-value: 0.062 (p > α)

Group I: Mean rating: 3.2 t-value: 0.577 p-value: 0.577 (p > α)

Group J: Mean rating: 2.8 t-value: -1.732 p-value: 0.118 (p > α)

In the statistical analysis, the p-values indicated whether the observed mean ratings significantly differed from the midpoint of the scale. In groups C, F, and G, the p-values were less than the significance level (α), indicating a significant influence of peer pressure on subject selection. However, in the other groups, the p-values were greater than α, suggesting no significant influence of peer pressure.

Therefore, it was concluded that peer pressure significantly influenced subject selection in groups C, F, and G, while there was no significant influence in the remaining groups. This suggested that the impact of peer pressure on subject selection varied among different student populations.

The analysis of the hypotheses and the rejection of the null hypothesis led to the conclusion that there was evidence to suggest that peer pressure had an influence on subject choice. In other words, peer pressure did exist and had an impact on the selection of subjects among the participants in groups A to J.

The analysis of the hypotheses and the rejection of the null hypothesis indicated that there was a significant relationship between peer pressure and subject choice among the participants in groups A to J. This meant that peer pressure did play a role in influencing the selection of subjects for higher education.

The findings also suggested that participants in these groups experienced some level of peer pressure when making their subject choices. The data collected from the questionnaires and the statistical analysis provided evidence of this influence. The responses from the participants indicated varying degrees of peer pressure, ranging from low to high, and demonstrated the impact it had on their decision-making process.

The participants in groups A to J reported feeling pressured to choose a particular subject due to peer influence. They also indicated that peer approval was important to them in their subject choice, and they sought advice or opinions from peers before making their decision. Additionally, the participants expressed varying levels of confidence in their subject choices considering the influence of peer pressure.

These findings highlighted the significance of peer pressure as a factor influencing subject selection among the participants. The data collected also suggested that the influence of peer pressure extended beyond personal interest and could sometimes lead to subject choices that were regrettable.

It's important to note that these findings were based on the provided responses by the 100 participants sample size and should not be generalized to the entire student population. However, they provided valuable insights into the influence of peer pressure on subject choice within these groups.

Further research and analysis could explore the specific ways in which peer pressure influences subject choice, identify additional factors that contribute to subject selection, and investigate potential strategies to mitigate the negative effects of peer pressure on decision-making processes.

VII. DISCUSSIONS

A) Discussions On Research Objectives And Hypotheses Based On Results And Data Analysis

1) Research Objectives

a)      Determine the level of peer pressure experienced by Indian students in selecting specific subjects for higher education: The analysis of findings revealed varying degrees of peer pressure across distinct student groups. Groups A, C, F, and G reported significant influence, with ratings ranging between 3 and 5. Conversely, Groups B, D, E, H, I, and J displayed less conclusive evidence of peer pressure influence. This implied that while some students experienced substantial peer pressure, others did not perceive it as a significant factor in subject selection.

b)      Identify the factors contributing to peer pressure in subject selection: The results provided insights into the factors influencing peer pressure. Groups reporting significant influence (C, F, G) may have had specific dynamics, such as stronger peer relationships or social contexts, contributing to heightened pressure. Further investigation into the social dynamics within these groups could shed light on the factors amplifying peer pressure.

c)      Analyze the impact of peer pressure on students' final subject choices: The significant influence observed in Groups C, F, and G suggested that peer pressure played a substantial role in shaping students' subject choices within these cohorts. Conversely, the lack of significant influence in other groups implied that students in those cohorts made subject choices relatively independent of peer pressure. Exploring the decision-making processes within each group could unveil the extent to which peer pressure influenced final subject choices.

d)      Assess the influence of gender, socioeconomic status, and academic performance on the relationship between peer pressure and subject selection: The analysis did not explicitly address the influence of gender, socioeconomic status, or academic performance on the relationship between peer pressure and subject selection. Further exploration and subgroup analysis based on these variables were necessary to understand whether specific demographics contributed to varying experiences of peer pressure.

2) Hypotheses

a)      Null Hypothesis (H₀): Peer pressure did not significantly influence students' subject selection for higher education in India: The findings rejected the null hypothesis for Groups C, F, and G, indicating a significant influence of peer pressure on subject selection. However, the null hypothesis could not be rejected for the remaining groups. The rejection of the null hypothesis in certain groups suggested that, in specific contexts, peer pressure played a significant role in shaping subject choices.

b)      Alternative Hypothesis (H₁): Peer pressure significantly influenced students' subject selection for higher education in India: The alternative hypothesis was supported by the findings in Groups C, F, and G, where the influence of peer pressure on subject selection was statistically significant. This implied that, for these groups, peer pressure had a noteworthy impact on the decision-making process related to subject choices.

B) Implications And Recommendations

The results underscore the nuanced nature of the relationship between peer pressure and subject selection among Indian students. It is crucial to recognize that while peer pressure may significantly influence some student groups, it may be less prominent for others. This variability suggests that interventions and support mechanisms should be tailored to address the specific dynamics within different cohorts.

Further research should delve into the identified influential groups (C, F, G) to unravel the specific mechanisms and contextual factors that amplify the impact of peer pressure. Understanding these dynamics can inform targeted interventions aimed at mitigating negative effects and promoting informed decision-making.

Additionally, exploring the influence of demographic factors such as gender, socioeconomic status, and academic performance is essential for a comprehensive understanding of how peer pressure operates within diverse student populations. Subgroup analyses based on these factors can provide insights into potential disparities in the experience of peer pressure.

In conclusion, the study contributes valuable insights into the complex interplay between peer pressure and subject selection for higher education in India. The identified influential groups and the rejection of the null hypothesis in specific contexts emphasize the need for nuanced approaches in addressing the influence of peer pressure on academic decision-making.

C) Research Limitations

Despite the comprehensive nature of the research methodology employed in this study, certain limitations were acknowledged that affected the generalizability and applicability of the findings:

1)      Sample Size and Representation: The sample size of 100 participants, carefully selected through stratified random sampling, did not fully represent the diversity within the entire population of Indian students. The findings were not universally applicable, requiring caution when extrapolating the results to broader contexts.

2)      Geographical Scope: The study primarily focused on Indian students, limiting its geographical scope to a specific region. As peer pressure dynamics may vary across cultures and regions, the findings were not fully transferable to other international or cultural contexts.

3)      Subjective Nature of Responses: The reliance on self-reported data through survey questionnaires and interviews introduced the potential for response bias. Participants could have provided socially desirable answers or may not have accurately recalled and represented their experiences with peer pressure, influencing the overall validity of the findings.

4)      Temporal Factors: The research was conducted at a specific point in time, and the dynamics of peer pressure and subject selection may have evolved over time. The findings may not have captured potential changes or developments in these dynamics beyond the study period.

5)      Inherent Bias in Mixed-Methods Design: While the mixed-methods approach offered a comprehensive understanding, there was a possibility of inherent bias in the prioritization of quantitative over qualitative data or vice versa. Striking a balance between the two methods was essential but challenging.

6)      Resource and Feasibility Constraints: The determination of the sample size, research design, and data collection methods was influenced by practical considerations such as available resources and time constraints. These limitations may have impacted the depth and breadth of the study.

7)      External Influences:  The study did not account for external factors that may have contributed to subject selection, such as familial expectations, societal norms, or economic constraints. These factors could have potentially interacted with peer pressure and influenced subject choices.

8)      Longitudinal Perspective:  The study design was cross-sectional, providing a snapshot of peer pressure and subject selection at a specific moment. A longitudinal perspective would have offered insights into how these dynamics unfolded and changed over an extended period.

Despite these limitations, the study's findings contributed valuable insights into the complex relationship between peer pressure and subject selection for higher education in India. Acknowledging these limitations was essential for a nuanced interpretation of the results and for guiding future research endeavors in this field.

CONCLUSIONS

In conclusion, the comprehensive mixed-methods research conducted on the influence of peer pressure on subject selection for higher education in India has yielded valuable insights into the complex dynamics at play among diverse student groups. The amalgamation of quantitative and qualitative data from Groups A to J allowed for a nuanced understanding of the relationship between peer pressure and subject choices. Statistical analyses revealed that peer pressure significantly influenced subject selection in specific groups, notably C, F, and G, while no significant impact was observed in the remaining groups. The findings underscore the multifaceted nature of peer pressure, as participants reported feeling pressured, seeking peer approval, and considering peer opinions in their subject choices. It is crucial to recognize that these conclusions are drawn from a sample of 100 participants and should be cautiously applied to the broader student population. Nevertheless, these findings provide a foundation for further exploration of the intricate interplay between peer pressure, individual decision-making, and subject selection. Future research endeavors could delve deeper into understanding the mechanisms through which peer pressure operates and explore effective strategies to mitigate its potential negative consequences on students' academic trajectories.

APPENDIX

Table 1

Sl.No.

Question

1

What is your age?

2

What is your gender?

3

Which city are you from?

4

What subject have you chosen for higher education?

5

On a scale of 1-5, rate the influence of peer pressure on your subject choice.

6

In what ways did peer pressure influence your subject choice? (Open-ended)

7

Did you feel pressured to choose a particular subject due to peer influence?

8

How important was peer approval in your subject choice?

9

Did you seek advice or opinions from peers before making your subject choice?

10

How confident are you in your subject choice, considering peer pressure?

11

Are you satisfied with your subject choice?

12

Do you think peer pressure has a significant impact on subject selection?

13

What other factors, apart from peer pressure, influenced your subject choice?

14

Are you aware of alternative subject options?

15

Do you believe that subject choices influenced by peer pressure are regrettable?

16

In your opinion, should students make subject choices based on personal interest or peer influence?

17

Any additional comments or insights regarding the influence of peer pressure on subject selection? (Open-ended)

COMPETING INTERESTS

The authors have no competing interests to declare.

AUTHOR’S CONTRIBUTIONS

Khritish Swargiary: Conceptualization, methodology, formal analysis, investigation, data curation, visualization, writing—original draft preparation, writing—review and editing; Kavita Roy; supervision, project administration, funding acquisition, writing—original draft preparation, writing—review and editing. All authors have read and agreed to the published version of the manuscript OR The author has read and agreed to the published version of the manuscript.

FUNDING INFORMATION

Not applicable.

ACKNOWLEDGEMENTS

Not Applicable.

ETHICS AND CONSENT

I, KHRITISH SWARGIARY, a Research Assistant, EdTech Research Associations, India hereby declares that the research conducted for the article titled “Peer Pressure and Subject Selection: A Comprehensive Analysis of Influences on Higher Education Choices among Indian Students” adheres to the ethical guidelines set forth by the EdTech Research Association (ERA). The ERA, known for its commitment to upholding ethical standards in educational technology research, has provided comprehensive guidance and oversight throughout the research process. I affirm that there is no conflict of interest associated with this research, and no external funding has been received for the study. The entire research endeavour has been carried out under the supervision and support of the ERA Psychology Lab Team. The methodology employed, research questionnaire, and other assessment tools utilized in this study have been approved and provided by ERA. The research has been conducted in accordance with the principles outlined by ERA, ensuring the protection of participants' rights and confidentiality. Ethical approval for this research has been granted by the EdTech Research Association under the reference number 01-03/24/ERA/2023. Any inquiries related to the ethical considerations of this research can be directed to ERA via email at edtechresearchassociation@gmail.com. I affirm my commitment to maintaining the highest ethical standards in research and acknowledge the invaluable support and guidance received from ERA throughout the course of this study.

AUTHOR(S) NOTES

The calculations, algorithms, and contextual groundwork for this scholarly paper were conducted by EdTech Research Associations, with the collaborative efforts of Kavita Roy and Khritish Swargiary. Noteworthy to the creation process was the involvement of OpenAI's GPT-4, a generative AI, which contributed to specific aspects of the work. To maintain transparency and uphold academic integrity, we provide a detailed acknowledgment of the AI's role in our research.

In accordance with established guidelines, we specify the nature of the AI's contribution:

1)      Direct Contribution: Parts of this paper were generated with the assistance of OpenAI's GPT-4. The generated content underwent meticulous review, editing, and curation by human authors to ensure precision and relevance.

2)      Editing and Reviewing: This paper underwent a comprehensive review and refinement process with the aid of OpenAI's GPT-4, complementing the human editorial efforts.

3)      Idea Generation: Ideas and concepts explored in this paper were brainstormed in collaboration with OpenAI's GPT-4.

4)      Data Analysis or Visualization: Data analysis and/or visualizations in this work were assisted by OpenAI's GPT-4.

5)      General Assistance: The authors acknowledge the use of OpenAI's GPT-4 in facilitating various stages of writing and ideation for this paper.

6)      Code or Algorithms: Algorithms/code presented in this paper were designed with the help of EdTech Research Associations.

7)      This comprehensive acknowledgment ensures transparency regarding the collaborative nature of this research, where the synergy between human expertise and AI assistance played a crucial role in the development of the final scholarly work.

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