#Best Econometrics Assignment Help

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Ace Your Grades with the Best Econometrics Assignment Help Online

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SPSS vs Excel: Which Is Better for Bivariate Data Analysis Homework?

 In today's data-driven world, data analysis is crucial for decision-making across various fields like economics, finance, and healthcare. With the rising demand for data research, finding patterns in data and making business decisions, software tools are being developed or upgraded to suit the needs. Some of the software often used for data analysis include the Statistical Package for Social Sciences (SPSS) and excel. Some other frequently used software include SAS, STATA and RStudio. These software commonly used in academics as well as industries provide a robust platform and functionalities for conducting advanced analytics. Mastering these tools requires solid grasp of knowledge in statistical concepts and software skills. Students often get confused whether to use SPSS or Excel for conducting bivariate analysis. We will do a comparative analysis to address this issue.

Data analysis involves use of statistical software tools to study complex data and derive valuable insights for informed decision making. To master data analytics, it requires hard work and consistent practice on such software. Learning the various visualization tools to demonstrate the pattern of data and its interpretation poses a challenge for many students. This is where data analysis assignment help can be a perfect solution for students struggling with finding insights.  

Understanding Bivariate Data Analysis

Before we discuss the appropriate software to be used, let us understand biovariate analysis first. Bivariate data analysis is used when examining the relationship of one variable with another, which is important in economics and econometric studies. It assists in establishing relations like between income and expenditure or between price and demand. Some of the common statistical techniques applied in bivariate analysis are correlation, regression, chi-square, t-test as they help in discovering the patterns, hypothesis and conclusions. Knowledge about these techniques is mandatory for economics students and therefore the choice of right software for the analysis is of paramount importance.

SPSS: The Statistical Powerhouse

One of the widely-used software tool is the SPSS (Statistical Package for Social Sciences) that is designed by IBM is an analytical tool popular among data scientists and professionals for its complex data handling. One of the great features of SPSS is the fact that even an inexperienced programmer can easily perform the most complex analyses of the data. Correlation, regression analysis, chi-square tests and other statistical tests can be performed in SPSS with just a few clicks without writing any syntax. These features help users perform complex calculations on data conveniently and present the findings in a format that is easy to comprehend, thus proving to be very beneficial to student and researchers.

Advantages of SPSS for Bivariate Data Analysis:

Comprehensive Statistical Capabilities: It has a wide range of statistical functions best suited for conducting bivariate analysis such as correlation, regression, t-tests, chi-square tests and so on.

User-Friendly Interface: The interface of SPSS is user friendly and one does not need to be a statistic expert to be able to perform statistical operations. This feature is very useful to most of the students especially those who perhaps do not have any programming experience.

Advanced Data Visualization: SPSS gives the user several choices for data visualizations including scatter plots, histograms and box and whisker plots. These are very important when it comes to finding patterns and insights out of the results of bivariate analysis and in presentation of findings.

Case Studies and Real-World Applications: SPSS is popular among academics, and various case studies and research papers emphasize the software’s efficiency in bivariate data analysis. For instance, a recent research based on finding correlation between the economic development and environmental pollution used SPSS to conduct regression analysis.

Excel: The All-Rounder

Microsoft Excel is arguably the most popular and famous software that is used in the data analysis process. Excel is commonly regarded as a program used for basic data input and manipulation but it is also useful for analysis of bivariate data. 

Excel's flexibility and accessibility make it a popular choice among students as well as professionals. It is widely available, cheap, easy to learn, and capable of performing a variety of statistical analyses. Although it lacks some advanced statistical functions compared to the SPSS, it is still a very flexible and easy tool for quick learning.

Advantages of Excel for Bivariate Data Analysis:

Widespread Availability and Familiarity: Excel is one of the applications developed by Microsoft as part of the Microsoft Office package that is used in academic institutions as well as in the business world. Excel is the program that most students are already acquainted with making a primary choice for basic data analysis.

Basic Statistical Functions: Standard software tools like Excel contain numerous statistical functions that might be used for bivariate analysis, such as correlation analysis and regression analysis. Although all these functions, may not be as elaborate as in the SPSS but are nonetheless adequate for most bivariate data analysis.

Customization and Flexibility: One of the significant features of excel is the customization. Users can create custom formulas, pivot tables, plots and customize how the results are presented. 

Illustrative Example: Suppose a student in economics undertakes research to establish the correlation between GDP and unemployment rates in various states. Excel has a Data Analysis Toolpak which one can use to do regression analysis and the chart section can be used to plot scatter diagrams and regression line in order to understand the outcome more easily.

Comparative Analysis: SPSS vs. Excel

When it comes to bivariate data analysis, both SPSS and Excel have their strengths and limitations. The choice between the two ultimately depends on the specific requirements of the analysis, the user's familiarity with the software, and the complexity of the data.

Statistical Depth: SPSS clearly outshines Excel in terms of statistical depth. It also provides a more extensive selection of statistical tests and additional data analysis tools and features. For all the students who need to work with more advanced forms of the bivariate analysis such as the multivariate regression or chi-square, SPSS is preferred.

Ease of Use: In comparison, Excel is much easier to master than SPSS, as it is relatively easier to learn. For simple bi-variate analysis Excel has a better interface than SPSS.

Data Visualization: Data Visualization capabilities of both platforms are quite informative. However, in SPSS, more options are available especially for plotting statistical graphics that are immensely helpful to identify the results and insights.

Cost and Accessibility: Excel is bundled as part of the Microsoft office suite and it is easier to acquire and usually cheaper for students. SPSS on the other hand, may need regular update and monthly subscription that may restrict students from using it.

Support and Resources: SPSS has a lot of study materials, tutorials and video lessons that can be highly useful for students at the time of using the software. Excel on the other hand too have a lot of material available, but material based on data analysis is a bit limited.

Recent Examples and Case Studies

To illustrate the practical applications of SPSS and Excel in bivariate data analysis, consider the following examples:

Example 1: SPSS in Research: A study published in the "Journal of Economic Studies" used SPSS to analyse the relationship between inflation and unemployment in developing countries. The researchers used SPSS to perform a bivariate regression analysis, which helped them identify a negative correlation between the two variables, supporting the Phillips curve theory.

Example 2: Excel in Coursework: An economics student at a university used Excel to analyse the relationship between consumer spending and income levels. Using Excel's regression analysis tool, the student was able to identify a positive correlation between the two variables, which was then used to support a hypothesis in their term paper.

Making the Right Choice: Excel or SPSS?

Each software has its own advantages and disadvantages. SPSS is particularly powerful since it has superior analytical capabilities to handle complex data and insightful visualization functionalities. Excel on the other hand is easier to use, cheap on the pocket and can support simple statistical operations like bivariate analysis. For economics students the decision will therefore depend on the depth of the analysis required, availability of this software and the individual preference. Both tools can take time to master, and demands consistent practice. With the rising academic pressure due to evolved modern day courses, students often seek data analysis homework help especially when dealing with assignments having strict deadlines and complex analysis.

Data Analysis Assignment Help: Your Path to Academic Success

It is often difficult for students to solve data analysis assignments on time as it requires thorough statistical concepts, software proficiency and analytical mindset. Our Data Analysis Assignment Help is a perfect service that helps students to solve their homework or assignments and complete them on time and with assured grades.

What Our Services Offer:

At Economicshelpdesk, we offer assistance with the most commonly used statistical software packages such as SPSS, Excel, SAS, Eviews, JMP, Stata, Jamovi, Python, RStudio, Minitab and many others. No matter if you are dealing with bivariate analysis, or regression models, hypothesis testing or any other statistical computing even, our team of professional data analysts are here to help.

When you avail our services, you receive:

Comprehensive Reports: Our solutions consist of comprehensive reports containing detailed explanation, interpretation, plots, tables, and outputs. Each report is prepared in a simplified manner that acts as a self-explanatory guide for every student. Detailed Explanations: We give detailed explanations of the method, the interpretation of the results and a logical conclusion for accurate analysis. References and Citations: Our reports are properly referenced to ensure that they meet the acceptable academic standards.

How to Avail Our Services:

The process is simple and student-friendly:

Submit Your Assignment: Provide us with the details of your data analysis homework, including any specific instructions or datasets via email info@economicshelpdesk.com or upload it through your registered account. 

Receive a Quote: Upon reviewing your assignment, we assess the level of difficulty and deadline to quote a price.

Get Your Solution: Upon the confirmation of your order, our experts get down to work on your assignment and complete it before the agreed deadline.

Our Data Analysis Assignment Help goes beyond mere assistance; it is a pathway to academic excellence. With expert guidance, you can navigate the complexities of data analysis and achieve outstanding results in your studies.

Helpful Resources and Textbooks

For students looking to deepen their understanding of bivariate data analysis using SPSS and Excel, the following resources and textbooks are highly recommended:

"Discovering Statistics Using IBM SPSS Statistics" by Andy Field

"Statistics for Managers Using Microsoft Excel" by David M. Levine, David F. Stephan, and Kathryn A. Szabat

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Correlation Analysis in R Studio: Assignment Help Guide for Data Enthusiasts

In statistical analysis, correlation analysis is grouped as a significant foundation upon which different tests can be conducted; it provides a measure of the strength and direction of two variables. This technique is particularly crucial to students whose work involves exploring the field of statistics and econometrics. This document is a map, helping the observer to distinguish a forest from a single tree, or more in specific, guiding through the process of correlation analysis performed in R Studio, a demanding but effective tool for statistical calculations and data visualizations. Now we begin a voyage to unravel the essentials of operational approaches, dive deeper into the differentiating techniques, learn about the practical implementations, and gain the applicable tips for enhancing the performance of analytical processes.

Understanding Correlation:

There are many measures of correlation, but in terms of using correlation coefficients to do this, these represent the numerical strength of the relationship between two variables. The most commonly used coefficients are:

Pearson's correlation coefficient (r): This has to do with the positive or negative representation of the relationship between variables ranging between -1 and +1; thus, it assists in the analysis and interpretation of the relationships in patterns with much ease, simplicity as well as precision.

Spearman's rank correlation (ρ): Spearman’s ρ therefore does present a stable measure of monotonic association due to the assessment of variables in terms of ranks, thus being quite ready for non-linear data structures and outliers and is applicable in various fields.

Kendall's tau (τ): Kendall’s τ is used to measure ordinal relationships through the acceptance of prevalent as well as inverted pairs of observations by assessing the presence of consonant and dissonant hierarchies in datasets that are utilized in different fields.

Setting Up R Studio for Correlation Analysis:

Before delving into correlation analysis, it's essential to have R Studio installed on your system. Once installed, you can easily set up the environment for analysis by installing the necessary packages. Use the following code snippet to install the required packages:

install.packages(c("ggplot2", "dplyr", "Hmisc", "corrplot"))

library(ggplot2)

library(dplyr)

library(Hmisc)

library(corrplot)

By executing this code, you ensure that the essential packages for correlation analysis, including "ggplot2," "dplyr," "Hmisc," and "corrplot," are installed and loaded into your R Studio environment. These packages provide a robust toolkit for data manipulation, visualization, and correlation analysis, laying a solid foundation for your analytical endeavors.

Performing Basic Correlation Analysis:Pearson's Correlation:

Of all the measures of correlations, Pearson’s ratio is one the most common and essential since it offers information on the nature of the correlation between two variables. In R, actually there is no much difference so calculating Pearson’s correlation is not very much difficult. To make this clear, I can use a built-in sample data such as the ‘mtcars’. To get the Pearson correlation coefficient in R, the ‘cor()’ function is used. For instance:

# Sample data

data <- mtcars 

# Pearson correlation

pearson_corr <- cor(data$mpg, data$hp)

print(pearson_corr)

Spearman's Rank Correlation:

Spearman’s rank correlation therefore provides a more reliable measure for comparing the strength between two non-parametric variables and the presence of a monotonic relationship. To access Spearman’s correlation in R the method parameter of the ‘cor’ function should be set to ‘spearman’. Here's how:

# Spearman correlation

spearman_corr <- cor(data$mpg, data$hp, method = "spearman")

print(spearman_corr)

Scatter Plot with ggplot2:

Visualizing in the relationship of the variables in important and scatter plots are specifically the best ways. One can quickly generate an aesthetically pleasing scatter plot by applying the [‘ggplot2’] (https://ggplot2. tidyverse. org/) package in R. Below is an example code snippet demonstrating how to construct a scatter plot of 'hp' against 'mpg' with a regression line:Below is an example code snippet demonstrating how to construct a scatter plot of 'hp' against 'mpg' with a regression line:

ggplot(data, aes(x = hp, y = mpg)) +

  geom_point() +

  geom_smooth(method = "lm", col = "red") +

  theme_minimal() +

  labs(title = "Scatter Plot of HP vs MPG", x = "Horsepower", y = "Miles per Gallon")

Correlation with Missing Data:

The management of missing data is a critical step in the process since they can have a significant impact on the results of any analysis. The relevant functions of early analysis packages like ‘R’ can efficiently calculate correlations for datasets with missing values and the ‘Hmisc’ package of ‘R’ applies robust methods to it. Below is an example demonstrating how to use 'rcorr' function from the 'Hmisc' package to compute correlations with missing data:Below is an example demonstrating how to use 'rcorr' function from the 'Hmisc' package to compute correlations with missing data:

# Using Hmisc for correlation with missing data

data_with_na <- data

data_with_na$mpg[1:5] <- NA

rcorr_data <- rcorr(as.matrix(data_with_na), type = "pearson")

print(rcorr_data)

Tips for Effective Correlation Analysis:

understand the Data: Before running correlation analysis, gather basic information about your data, and perform exploratory data analysis on the test variables, by using summaries and graphical representations to understand the kind of distribution of the variables and their relationships.

Check Assumptions: Additionally, make sure your data meets the prerequisite of the correlation methodology assumptively as far as linearity and normality and ensure the results are reliable.

Handle Outliers: That is the reason why to have high or low number of any kind can influence correlation results. It is also advisable to use appropriate methods of assessing the variability since outlying values should not skew the results if they are not valid.

Interpret with Caution: This is because the results they present always fall short of providing actual evidence of the cause and effect relationship between variables. It will be confined from testing causal hypotheses as it is used in examining relationships between variables

Validate Results: Increase confidence in your results by verifying them employing a different setting of correlation coefficients and using the different data subsets, thus guaranteeing that findings can be replicable across various analytical frameworks.

R has been a major part of Statistics backgorund students. Obviously R is not so easy to understand and preparing assignment solutions.

Are you seeking R Assignment Help Expert?

Are you among students struggling to understand how to use R software for correlation analysis in statistics class or R homework help? Look no further! Welcome to statisticshelpdesk.com., you may require help with R-Studio or R-commander coding for data analysis, and we can provide that to you. Our service offerings are not limited to code help and assistance, we provide statistical data and research analysis services including correlation and regression analyses, which are provided in comprehensive overviews as documents created by professionals with over a decade of professional and teaching experience in.

Worry not, our reports are untouched by the spectre of plagiarism, and contents are written with the greatest care to avoid errors, supported by software codes and outputs for your benefit in terms of R assignment help. Also, if you are a student undertaking biostatistics or nursing statistics, or even an undergraduate or postgraduate student, we also have survival analysis reports to suit each of your needs. To all those in need of statistical help or help in choosing the right statistical tools for R programming assignment help, look no further than an experienced homework professional for a helping hand towards achieving better grades in your academic endeavours.

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Economics Assignment Help: Excel in Economic Studies with Expert Guidance

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Excelling in Economics: How an Online Economics Tutor Can Boost Your Grades

Introduction

Economics is a complex subject that deals with the allocation of resources, decision-making, and the functioning of economies at various levels. It's a field that requires a deep understanding of concepts, theories, and practical applications. Many students find economics challenging, and they may struggle to grasp key concepts without proper guidance. This is where an online economics tutor can make a significant difference in a student's academic journey. In this article, we will explore the benefits of having an online economics tutor and how it can help you excel in your economics studies.

The Rise of Online Economics Tutoring

Online education has been on the rise in recent years, and this trend extends to tutoring services as well. The convenience, flexibility, and accessibility of online tutoring make it an attractive option for students seeking extra help in their studies. One of the most sought-after subjects for online tutoring is economics, and for good reason.

1. Personalized Learning Experience

One of the primary advantages of online economics tutoring is the personalized learning experience it offers. Unlike traditional classroom settings where teachers have to cater to a large group of students, online tutors can focus solely on the individual needs of their students. They can adapt their teaching methods to match your learning style, pace, and level of comprehension, ensuring that you receive the most effective guidance.

2. Convenient Scheduling

Online economics tutoring allows you to choose a schedule that works best for you. Whether you're a morning person or prefer late-night study sessions, you can find an online tutor who can accommodate your preferred time slots. This flexibility is especially beneficial for students with busy schedules due to other commitments such as work or extracurricular activities.

3. Access to a Global Talent Pool

When you opt for online economics tutoring, you have access to a vast pool of tutors from around the world. This means you can find the perfect tutor who specializes in the specific area of economics that you're struggling with, whether it's microeconomics, macroeconomics, econometrics, or any other subfield. You're not limited to the availability of local tutors, which increases the chances of finding the ideal tutor for your needs.

4. Overcoming Geographical Barriers

For students in remote or underserved areas, online economics tutoring can be a game-changer. It eliminates the need for physical proximity to a tutor or learning center, making high-quality economics education accessible to anyone with an internet connection. This democratization of education ensures that students from all backgrounds have the opportunity to excel in their economics studies.

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Working with an online economics tutor can significantly boost your confidence in the subject. As you gain a deeper understanding of economics concepts and improve your problem-solving skills, you'll be better prepared for exams and assignments. This increased confidence often leads to improved academic performance, which can have a positive impact on your overall GPA.

Conclusion

In the world of academia, excelling in economics is not just about getting good grades; it's about developing a strong understanding of economic principles that can be applied to real-world situations. An online economics tutor can play a crucial role in helping you achieve both academic success and a deeper comprehension of the subject. With personalized guidance, convenient scheduling, and access to global expertise, online economics tutoring offers a wealth of benefits to students seeking to conquer the complexities of economics. So, if you're struggling with economics or simply want to take your knowledge to the next level, consider enlisting the help of an online economics tutor to guide you on your educational journey.

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Unlocking Top-Notch Assistance: Discover Econometrics Homework Help with a Special Offer

In the ever-evolving field of economics, students often face challenging coursework that demands a strong grasp of various concepts, including econometrics. For those struggling to keep up, finding reliable econometrics homework help can be a game-changer. This is where EconomicsHomeworkHelper.com steps in, offering a lifeline to students by providing expert assistance on homework questions. Even better, they are currently offering a fantastic discount: 20% off your second order with the use of the offer code "EHHRSECOND20".

Why Seek Econometrics Homework Help?

Econometrics is a branch of economics that applies statistical methods to economic data to give empirical content to economic relationships. It’s a critical area that allows economists to test hypotheses and forecast future trends, making it an indispensable tool in both academic and professional settings. However, its complexity can be daunting for many students.

Understanding econometrics involves:

Mathematical Rigor: Proficiency in calculus, linear algebra, and statistics is essential.

Software Proficiency: Familiarity with econometric software like Stata, R, or EViews.

Data Interpretation: The ability to interpret and manipulate data accurately.

Economic Theory: A solid grounding in economic principles and how they interrelate with statistical methods.

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8 Must-Have Qualities of a Statistics Assignment Doer

Statistics covers a wide range of topics and uses complicated maths and coding in different statistical software. Modern day statistics courses assignments and projects have raised the bar of difficulty level because they include everything from knowing difficult theories to doing in-depth analysis of data. A statistics homework expert can effectively address and solve this problem. To make sure you get the best expert, here are eight important traits you need to look for in a professional statistics assignment doer. 

8 Qualities of a Promising Statistics Assignment Doer

1. Strong Educational Background in Statistics

Essential educational qualifications along with statistical software knowledge directly influence the effectiveness of a statistics homework solver. Strong educational background ensures that they have good understanding of theories relating to statistics, the methods that they employ, and the advanced applications. Having a bachelor’s degree in statistics or in any related field like econometrics is preferred and additional qualifications such as a master’s degree or even PhD is an advantage. Making certain that the assignment doer possesses a good standard education assures that he/she has adequate grasp of simple as well as complex theories in statistics. Such depth of knowledge is necessary to solve many tasks and produce a good result when responding to the demands of the client. 

2. Proficiency in Statistical Software

The use of statistical software enables one to conduct efficient and accurate analysis on data collected. Statistical work involves the use of program like the SPSS, SAS, R, Python etc. Any good statistics homework doer should be proficient in the use of these tools and be able to choose the best software based on your individual data and task requirements. Different assignments have different software requirements in terms of analysis to be performed. Knowledge of multiple statistical softwares ensures that the assignment doer is capable of doing any kind of analysis that would be required from simple descriptive statistics to the most complicated multivariate analysis. 

3. Attention to Detail

A key aspect of statistics is precision. Even little mistakes might cause data to be misinterpreted. Consequently, a statistics assignment doer must possess the quality of attention to detail. To ensure precision, they need to double-check all of their computations, interpretations, and findings. To reduce the likelihood of mistakes and maximize the reliability of findings and interpretations, attention to nuances is highly essential. Maintaining the integrity of the statistical analysis and generating meaningful conclusions from the data depend on this. 

4. Analytical and Problem-Solving Skills

One of the essential attributes that a good statistics tutor should have is good analytical and problem solving skills. They should be able to analyze data correctly, recognize correlations and solve complex mathematical statistics. Good analytical and problem-solving skills are important to conduct proper understanding and analysis of the data. These skills help the assignment doer analyze the data and derive pertinent insights or resolve any difficulties that may arise during the analysis of data. 

5. Effective Communication Skills

Effective communication is indispensable when it comes to explaining the statistical concepts and presentation of computed results in a easy and clear way. A statistics assignment doer should be able to write detailed reports and present the results in a such a way that a student new to statistics doesn’t find it hard to understand. A one to one communication guarantees that the client comprehends the analysis as well as the findings. 

6. Time Management Skills

Time management is essential when it comes to academics particularly when it comes to submission of assignments. An excellent statistics assignment solver should have good time management skills in handling the assignments so as to meet the set deadlines while at the same time delivering quality work. Effective time management enables all the given assignments to be accomplished within the required time. Submitting the assignments late have a direct impact on grades. 

7. Integrity and Academic Honesty

It’s the duty of the statistics assignment expert to maintain integrity and academic honestly in rendering his/her services. The expert must be a thorough professional. He/she must adhere to academic standards and avoid writing plagiarized and AI content. Paying attention to the principles of integrity and academic honesty fully guarantees that the work is going to be unique and of the highest quality. 

8. Willingness to Learn and Adapt

Statistics is a developing field, and new methods, tools, and techniques are being updated and implemented. A good Statistics assignment doer should be prepared for these changes and be ready to update and modify his or her skills regularly. This assists in offering the best support to the students utilizing the up-to-date techniques and methodologies to cater modern day courses.

Statistics Helpdesk: Your Reliable Statistics Assignment Doer

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[interlunium-opus]

No Place I’d Rather Be. [ Jay ]

[ Jay | fluff ]

Abstract: when you went to the library on the night when the Triennial Winter Ball was held, you expected to be all alone. But Jay, your best friend and the  campus heartthrob is somehow already there waiting for you.

You stared out of the corridors of windows as you ascended up the staircase of the desolated library, your eyes fixated on the bustling crowd outside. It was the night the Triennial Winter Ball was held: basically the night everyone looked forward to the moment they started university. Unlike how dark, drab and quiet winter nights in campus usually are — tonight, the campus was alight with festive lights lining up the path leading up to the grand hall and students filtering in, decked in their “Sunday best”, filling the otherwise quiet night with cacophony of laughters, chatters, and whispers.

Standing in contrast with the crowd outside was you, all alone in the dimly-lit library, decked in monochrome with books in hand instead clinking glasses and waltzing with others in an elegant dress. You sighed as you thought to yourself, who am I kidding, my introverted soul wouldn’t last a minute in there.

“You’re late today.”

You jumped, startled, dropping some of the books you were carrying. Given the context of tonight, no one should have been in the library right now. Especially not the campus heartthrob and the social butterfly, Jay Park.

“Jay?” You called out, squinting your eyes to get a clearer view of the tall figure at the end of the aisle. The dim-lighting were of no help at all but the blonde locks and the deep voice were a massive giveaway, “wait..what are you doing here?!”

“You look petrified to see your own best friend, it’s almost heartbreaking,” Jay muttered sarcastically as he made his way towards you before reaching down to pick up the books you had dropped.

“Well, duh, no one should be here tonight especially not you,” you retorted as you walked towards your usual seat at the corner, the one with the large windows and dimmest lighting, “people are going to think that you got kidnapped or something and oh God, the amount of hearts you’re breaking tonight with your no-show.”

“Well, what’s your excuse?” Jay raised an eyebrow at you.

“Jay, we have been best friends for almost 2 years now, you know why I am not there — I would just combust,” you said as a matter-of-factly as you took a seat.

“But it’s our final year, you’ve got to make it count — socially I mean. And come on, it’s the Triennial Winter Ball not some frat party,” he grumbled as he sat on the armrest of the chair next to you with his body facing you and arms folded. Being a massive extrovert with a lifestyle that tends toward opulence — tonight’s extravagance was right up his alley and all month long he had been endlessly badgering you to attend it. Being the massive introvert you are though, the ball is basically the last thing you would want to attend.

That said, as incredulous as the friendship between the two of you are to many people, you two are polar opposites that complement one another in a way that two differently-shaped puzzle pieces can only fit one another. Being a social butterfly, your individualism, rationality and brilliant intellect really stood in stark contrast with the homogenous crowd and superficial conversations that he constantly surround himself with. With an equally subtle sarcastic dark humor to match, a tenacity like no others and a brilliant intellect that constantly challenge and stimulates his mind — you’re like an oasis in the desert.

Likewise, Jay, too, was like a breath of fresh air to you. You have had some initial reservations about him though. After all, he was more known for his lavish lifestyle and the parties he throw. But beyond those such fronts, Jay was highly knowledgable with strong passion for what he believes in — qualities of which really matched yours. Not to mention, being pragmatic and rational himself, he was one of the rare few people in your life that you don’t need to put up a social filter for as he is always able to objectively understand your views and opinions.

That is how you two end up going from being touted as the “cursed” pairing that was doomed to fail when you two were first paired for a project in “Modern Political Thought” module, to the Dream Team that ended up trouncing everyone else’s project, attaining the highest score out of everyone in class. In fact, you two just keep on surprising everyone by becoming almost inseparable even after the module ended.

“Who’s to say a couple of drinks isn’t going to turn a ball into a frat party?” You shot him an incredulous look before turning your attention to the books you were flipping, “… exam is around the corner anyway.”

“1.5 months away,” he emphasized as he lowered his head down to your level, peeking over your shoulders to take a closer look at your notes, “Seriously? you’re skipping tonight’s extravagance and festivities for Multivariate Functions and Lagrangian? I’d have let it slide if you were working on a prose instead.”

“Well what’s your excuse for being here then? I’m pretty sur-“ you stopped mid-sentence, caught off guard by how close his face actually was to yours when you looked up to face him. Jay’s face as usual was unperturbed, his blonde locks softly framed his chiseled face and his lips was pouty in concentration as his eyes travelled from one end of your notebook to the other before he turned his face slightly and met your gaze. You swore for a moment you felt your heart skip a beat but the moment one corner of his lips lifted into his signature lopsided grin, that thought immediately disappeared as you knew he was going to say something sarcastic or dramatic.

“How can I be so selfish and party away when my best friend is all sad and depressed alone in this library?”

You scoffed, rolling your eyes, “Jay, as if-”

“Also,” he suddenly interjected, “the girl that I asked out for tonight rejected me so….”

“Wait, what?!” You gasped, “The Jay Park got rejected?”

“I know right. She rejected an offer that millions would have killed for,” he shrugged as he straightened back up.

“Exactly! who in their right mind would- anyway, at the risk of sounding insensitive, couldn’t you have substituted her with other girls? Like you said, millions would have killed to be your date — you can just pick and choose.”

“Wow, ____, you really have ice in your veins don’t you?” he smirked.

“Whatever, just being rational.”

“I know. I definitely could. I mean the head cheerleader asked me out too so I could have just accepted it,” he murmured, “but...” he paused, “as cringeworthy as this sounds, 80% of the reason why I really looked forward to the ball was because I was looking forward to spending it with the girl who rejected me. So without her in the picture, the whole vision just suddenly lost its spark. Like… I’d rather just spend time with her then whether it is at a ball or library or wherever.”

“Oh…” you managed, unsure how to react, “that’s kind of… deep I guess. Well yeah, I mean if you still don’t feel bitter over her rejecting you then sure, you do you, go after her. Unless of course she’s at the ball with someone else then maybe not…”

Instead of responding promptly as he usually does, Jay just heaved a huge sigh as if he was disappointed or something. His eyes glued onto yours as if trying to pry some information out of your mind, “You know you’re awfully dense. Have you ever thought that maybe you’re too studious that it’s beginning to cost you your social skills or something?”

Jay has always been blunt but tonight, it was just on a different level. It was almost like he was here to intentionally grate you as if someone was actually keeping score. You retorted, “Excuse me. Did you just come all the way here to push my buttons? Because yo-“

You stopped mid-sentence again when he suddenly leaned closer towards you, his hands on either side of you, one on the edge of your table and the other, gripping your headrest, “I am already with her right now.”

You furrowed your brows in confusion, your mind working on overdrive.

“Fine,” he uttered, ”let me spell it out for you — you’re the girl. You’re the one who rejected me. Twice.”

You opened your mouth to tell him to stop joking but his unperturbed facial expressions told you otherwise. Still in disbelief, you stammered, “No way — Me? When?! I mean we talked about the ball a couple of times but you’ve never… unless - wait… you were serious?”

You remembered it was a Saturday night, about 2 weeks ago at almost 4 AM when you and Jay was at the library burning the midnight oil. You were busy trying to finish up your Econometrics assignment while Jay, who had long given up with his Philosophy assignment, was engrossed in a movie marathon next to you.

“Ugh,” you groaned when your regression results turned ‘insignificant’. You turned your attention to the papers and books strewn across your desk, frantically flipping through the pages to see where the error could have been and how else can you rectify this.

“You need to sleep on it,” Jay murmured, casting worried glances at you, “You’ve been on it for hours.”

“I can’t,” you shook your head, your eyes scanning over your messy handwriting, “I’ll end up obsessing about it again at home so I definitely need to get to the bottom of this today, that’s the only way I can sleep.”

Jay sighed, pausing his movie and turning his attention fully towards you, “Fine. But you really need to reward yourself for working so hard this semester because otherwise, you’ll just burn out. Also, by reward, I did not mean hibernating.”

“Hmm,” you nodded absentmindedly when suddenly Jay snatched the pen you were using, “Hey ___ eyes on the person talking please. What did I just say?”

You rolled you eyes, relenting, “Something about rewarding myself and not hibernating — there, happy? Can I get my pen back?”

“Good,” Jay beamed, quickly pulling his hand away when you were about to snatch your pen back from his grasp, “The Triennial Winter Ball would be a good idea of a reward by the way.”

You scoffed, “Jay, that is probably your idea of a reward but it definitely won’t be mine. First, I’ve got to look all made up from top to bottom — that takes up too much resources for something an introvert like me possibly won’t even enjoy — that’s the equivalent of some floppy investment prospects right there.

“Secondly, I avoid crowds like the plague whenever I could help it and the ball has all the variables that could make me combust on spot: there are a lot people; a lot of emotions; a lot of expectations and — well, you get the picture.

“And finally, I would need to find someone to go with — again, too much trouble.“

“You have me, where’s the trouble in that?” he asserted, snatching your pencil case away this time when you were about to reach for it, “Just go with me then.”

“Yeah no that’s ridiculous,” you shook your head, stretching your hand out to him, beckoning him to give your stationaries back, “Stop playing, give me my stationaries back.”

Ignoring your demand, he pressed on, “Why is that so ridiculous?”

You sighed, “Because A) everyone wants a piece of you so B) I’d be burnt at stake if we do go together. And also C) You should spend that special night with a special someone, not your best friend — come on, Jay, you need to work on your prioritization skill.”

“Wait — that was meant to be it?” You shrieked as you recalled the memory, “I mean, it just rolls so casually in our conversation — I couldn’t have possibly picked it up as serious. Anyway, fine — when was the other time?”

“Just a few days ago when I was sending you home,” Jay replied as-a-matter-of-factly. Jay remembered skipping dance practice that night, earning an earful from the instructor the next day, just so that he can walk you home after your Students’ Union meeting with the president, Yang Jungwon.

“You’re really set on not going to the ball?” Jay asked for the umpteenth time and you nodded.

“What if I tell you that I know someone who is thinking of asking you out for the ball?” Jay prodded, stopping you in your tracks, “I’m serious.”

“Still no.”

“I have not even told you who he was,” Jay grumbled.

“Fine, entertain me,” you relented.

“Jungwon.”

“Jay stop messing around.”

“I told you I’m serious, geez,” Jay said exasperatedly.

“But why — what is that kid thinking…”

“I don’t know — maybe you should stop having some night meetings with him alone before it grows into a full-blown crush or something,” Jay shrugged before you smack him lightly on the arm. “Ouch!” he whined, “Anyway so? Will that be a yes or a no?”

“Of course no, Jungwon’s a definite no.”

“Well, I saved him from a heartbreak then,” Jay mumbled.

“Huh?” You stared at him.

“Nothing,” Jay quipped, smiling sheepishly. The truth was, one of the reason why he insisted to walk you home tonight was because he overheard Jungwon telling Heeseung this morning that he definitely would ask you out to the ball after the meeting, perhaps right after, perhaps while walking you home. Knowing that someone as upright as Jungwon was going to ask you out, Jay thought he should have been elated for this might mean that you will actually come to the ball. But somehow, like a broken record, the conversation kept on playing in his mind all day during his classes, accompanied with the 1001 likely scenarios of how you’d likely respond to him. By the time night has set in, all he knew was that he was dead set on not letting Jungwon ask you out to the ball, by hook or by crook. He did not fully comprehend why, perhaps he just did not like Jungwon, he thought. Or maybe, he didn’t like you with Jungwon together — or perhaps, he actually didn’t like you with any other guys. Fortunately by the time he had reached the Student Centre of the Campus, completely out of breath that is, he can see that you and Jungwon were still discussing the union project. Once the meeting ended, as indicated by Jungwon switching the projector off, Jay just barged in, announcing that he’ll take you home much to your suprise and to Jungwon’s dismay.

“Why not though?” Jay suddenly asked, “I mean accepting Jungwon? He’s like the textbook example of an ideal guy: cute, smart, upright, overachiever and whatnot”

“Well, my good friend has a crush on him for the longest time so that’s one big reason,” you explained, “also, we don’t even know each other that well on a personal level for me to say yes to.”

“Then would you go with me instead?” Jay suddenly grabbed onto your hand, stopping you in your tracks, “I mean, if you’re worried about having a good time, wouldn’t I be ideal then?”

For a moment, silence engulfed the two of you as you two stared into one another’s eyes. You opened your mouth to say something but immediately closed it, remembering how just this morning you overheard that the head cheerleader had asked Jay out, “Jay, just go with someone else more fitting okay? You don’t have to pity invite me or something, I’m fine. I heard the head cheerleader asked you out — isn’t that perfect? two campus heartthrobs together? You guys would be the talk of campus and the envy of many.”

Despite the praises, he could feel his heart sank. While it was not an explicit rejection, your nonchalance, for the second time, pricked him. Not one to be emotional, he plastered a smile as he slowly let your hand go, “Yeah, I guess.”

“Oh no, crap, I’m sorry Jay,” you sank in your seat as you stared at him in disbelief. No wonder, he looked so taken aback that night, you thought, and how cold he was the next day. “You know what, yeah I’m definitely dense — I think I traded my social skills for good grades. You can tease me with that all you want, I won’t even try to defend myself anymore.”

“Well, on the bright side, flirtations from others can’t get through to you — you’re like a fortress or something,” Jay chuckled, shaking his head.

“I’m sorry though really,” you bit your lip, apologetic, “What can I do to make it up to you? Oh you know what — that Michelin-starred restaurant that just opened up in the corner? How about I’ll treat you there for tomorrow? It’ll break my wallet but if it will unbreak what I’ve done to you -- I’d gladly commit to the splurge.”

“Oh come on, I’m not that materialistic,” Jay scoffed, “Do you mean it though, that you’ll do anything?”

“Absolutely,” you nodded, “Within moral and ethical bounds, that is.”

Suddenly Jay extended his hand towards you, beckoning you to take it. 

“You’re not dragging me to the ball right now right?” you took his hand and he pulled you up to your feet, leading you towards a more spacious area, “We’re underdressed for it Jay. I mean look at me, I’m decked in monochrome -- I basically look like I’m mourning.”

He chuckled as he pulled out his AirPods case, taking out one and gently inserting it into your ear before inserting the other pair into his, “Don’t worry, there are no dress codes for our own private ball.”

Soft music started to play through the AirPods, it was “Best Part” by Daniel Caesar ft. H.E.R. “Just dance along with me alright? I don’t need to be splurged on,” Jay’s hand slowly snaked over your back, pulling you close to him as he carefully yet smoothly guide you to the melody of the music.

“Well, gotta warn you though,” you smiled sheepishly, “I’m bad at this so don’t sue me if I step on your Pradas.”

“Fine, exclusively for tonight, I’ll put my Pradas at risk,” he quipped, his eyes glued onto yours, “Say, if you had known that I was serious — would you have said ’yes’ to me?”

You looked up, meeting his warm gaze which somehow, perhaps due to the proximity, was making your heart skip a beat, “I think so? I mean, I hate crowds but you would usually make me forget that I was in one. Also, you’ve always said yes to all of my weird adventures so I always feel like I need to repay you back in-kind if the opportunity arises.”

Despite always trying to keep his composure in the face of any nerve-wrecking  moment, Jay failed this time as he feel his smile widened while his heart raced uncontrollably. He couldn’t exactly pinpointed why: was it your sudden heart-fluttering words; was it the proximity; was it the the warmth that he could feel on both hands; was it the atmosphere; was it the fireworks that was starting to set off outside; or was it just you?

Suddenly, he thought in retrospect, he was glad that you had said “no” to him. He wouldn’t have traded the moment tonight, just you and him away from all the external noises, for a waltz in a crowded and noisy ballroom, even with all the glitz and glamour that it offers. In fact, tonight best represented what you meant to him, like that of an oasis in a desert, your presence alone is enough for him even if he has to search through the highs and lows for you -- it is just you who he’ll gravitate to eventually. 

_______

Author’s note: first imagine wheee! Hope you guys like this one :3