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Abstract

This position paper formalizes the concept of the Categorical Ceiling Tax (CCT), an interpretive limitation observed in intervention studies that employ quantitative scoring rubrics to classify proficiency levels. The CCT describes a form of structural resistance that occurs when a population mean approaches, but does not cross, a predefined categorical threshold, even when measurable quantitative gains are documented. Using pre–post score data from a one-group design involving the total population of N = 494 Grade 7 students, this paper illustrates how categorical reporting obscured a documented positive mean shift (Δx̅ = +0.20), while the population classification remained at the “Instructional” level. This paper argues that categorical transitions, when interpreted independently, may misrepresent population-level progress in large samples. It further proposes that changes in the deficiency floor—defined as the proportion of learners classified at the Frustration level—be reported as a complementary interpretive indicator alongside categorical outcomes. These observations provide applied insights into the interpretation of outcomes generated through technology-supported assessment and reporting systems commonly used in contemporary educational settings.

Author Biography

Mhel Cedric D. Bendo, College of Business Administration, Polytechnic University of the Philippines, Cavite, Philippines

Mhel Cedric D. Bendo is a student researcher specializing in educational psychology, curriculum and instruction, educational measurement and evaluation, psychometrics, and educational technology. He is pursuing a Bachelor of Science in Entrepreneurship at the Polytechnic University of the Philippines. As of 2026, he holds an honorary appointment as an International Editorial Board Member for SIAR Publications, contributing to peer review, editorial guidance, and interdisciplinary journal development. He also serves as an invited peer reviewer for international peer-reviewed journals in online and distance learning, educational technology, educational evaluation, information literacy, interdisciplinary undergraduate research, and health and science education, including journals indexed in Web of Science (ESCI), Scopus (Q1–Q3, SCImago), ERIC, and DOAJ, supporting rigorous and ethically grounded interdisciplinary scholarship.

The State-Level Estimates of Arts Participation Patterns (2012-2015) highlights selected arts-participation rates for all 50 U.S. states and the District of Columbia. These summary statistics were derived from the following studies: ANNUAL ARTS BASIC SURVEY, 2015 [UNITED STATES]; ANNUAL ARTS BASIC SURVEY, 2014 [UNITED STATES]; and SURVEY OF PUBLIC PARTICIPATION IN THE ARTS (SPPA), 2012 [UNITED STATES].

The following tables are provided:

• Tables 1 and 1a-1d - Events Attended: Reports AABS 2015 data on attendance at visual and performing arts events.

  Includes - attending a live music, theater, or dance performance; attending a live book reading, poetry, or storytelling event; going to see an art exhibit; going to a movie; and touring/visiting buildings, neighborhoods, parks, or monuments for their historical, architectural, or design value.

• Table 2 - Literature Read: Shows AABS 2015 data on literary-reading rates.

  Includes - reading novels, short stories, poems, or plays.

• Table 3 - Performed or Created Artworks: Shows AABS 2014 data on personal performance and creation of artworks.

  Includes - making pottery, ceramics or jewelry; making leatherwork, metalwork, or woodwork; making weaving, crocheting, or other textile art; playing a musical instrument; acting; performing or practicing dance; doing social dancing; performing or practicing singing; creating films or videos; taking photographs for artistic purposes; creating other visual arts (e.g., paintings, sculpture, or graphic design; and doing creative writing.

• Table 4 - Arts Consumed via Electronic Media: Features SPPA 2012 data on arts consumption via electronic media.

  Includes - Use TV, Radio, and/or the Internet to watch, listen to, and/or download any: jazz; Latin, Spanish, or salsa music; classical music; opera; rock, pop, country, folk, rap, or hip-hop; musicals or stage plays; ballet, modern, or contemporary dance; other dance programs or shows; programs about visual arts such as painting, sculpture, graphic design, or photography; programs or information about books or writers, or other books, short stories, or poetry read out loud.

This data collection is comprised of responses from two sets of survey questionnaires, the basic Current Population Survey (CPS) and a survey administered as a supplement to the July 2012 basic CPS questionnaire. The supplement, on the topic of public participation in the arts in the United States, was sponsored by the National Endowment for the Arts.

The CPS, administered monthly, collects labor force data about the civilian noninstitutional population aged 15 years old or older living in the United States. Moreover, the CPS provides current estimates of the economic status and activities of this population which includes estimates of total employment (both farm and nonfarm), nonfarm self-employed persons, domestics, and unpaid helpers in nonfarm family enterprises, wage and salaried employees, and estimates of total unemployment. The basic CPS data are provided on labor force activity for the week prior to the survey. In addition, CPS provides respondents' demographic characteristics such as age, sex, race, marital status, educational attainment, family relationship, occupation, and industry.

In addition to the basic CPS questions, interviewers asked supplementary questions on public participation in the arts of two randomly selected household members aged 18 or older from about one-half of the sampled CPS households. Interviews were conducted during the period of July 15-21, 2012. The supplement contained questions about the sampled member's participation in various artistic activities from July 1, 2011 through July 1, 2012. If the selected person had a spouse or partner, then the respondent answered questions on behalf of their spouse/partner. Therefore, the spouse/partner responses are proxies. If a respondent was answering for themselves and on behalf of their spouse or partner, the respondent and spouse/partner questions followed the same path through the instrument. Spouse/partner questions were asked on core participation (Core 1 or Core 2), leisure activities (Module D), and the first four questions of Module A. The total sample size of the 2012 SPPA was 35,735 American adults, ages 18 and over.

The 2012 SPPA included two core components: a questionnaire used in previous years to ask about arts attendance; and a new, experimental module on arts attendance. In addition, the survey included five modules designed to capture other types of arts participation as well as participation in other leisure activities. Respondents were randomly assigned to either of the survey's core questionnaires, and then were randomly assigned to two of the remaining five SPPA modules. Questions were asked about the type of artistic activity, the frequency of participation, training and exposure, musical and artistic preferences, school-age socialization, and computer and device usage related to artistic information. The topics were separated into the five modules (each module was administered to only a portion of the sampled cases):

• Module A: Other Attendance and Music Preferences (reading, film, or sporting event attendance; other live performances; and music listening preferences)
• Module B: Accessing Art through Media (using media for participation in artistic events and frequency of participation in past year)
• Module C: Creating Arts through Media (participation in certain types of other leisure or artistic activities, public artistic performances, and using media to share activities in past year)
• Module D: Creating, Performing, and Other Activities (sport activities, other art activities, and musical performance activities in past year)
• Module E: Arts Learning (art related lessons or classes, respondent age during lessons/classes, location of lessons/classes, respondents' parents' education, and the participation of the respondents' school age children)

This data collection is comprised of responses from two sets of survey questionnaires, the basic Current Population Survey (CPS) and a survey administered as a supplement to the August 2002 basic CPS questionnaire. The supplement, on the topic of public participation in the arts in the United States, was sponsored by the National Endowment for the Arts.

The CPS, administered monthly, collects labor force data about the civilian noninstitutional population aged 15 years old or older living in the United States. Moreover, the CPS provides current estimates of the economic status and activities of this population which includes estimates of total employment (both farm and nonfarm), nonfarm self-employed persons, domestics, and unpaid helpers in nonfarm family enterprises, wage and salaried employees, and estimates of total unemployment. The basic CPS data are provided on labor force activity for the week prior to the survey.

The Public Participation in the Arts questions were asked of all persons in month-in-samples four and eight who were 18 years of age or older, as applicable. The CPS instrument determined who was eligible for the Public Participation in the Arts supplement through the use of check items that referred to basic CPS items for age and month-in-sample. Proxy responses were allowed if attempts for a self-response were unsuccessful. The supplement contained questions about the household member's participation in various artistic activities from August 1, 2001 to August 1, 2002. It asked about the type of artistic activity, the frequency of participation, training and exposure, musical and artistic preferences, length of travel for trips to artistic events, school-age socialization, and computer usage related to artistic information.

Demographic data collected include age, sex, race, Hispanic origin, marital status, veteran status, educational attainment, occupation, and income.

This data collection is comprised of responses from two sets of survey questionnaires, the basic Current Population Survey (CPS) and a survey administered as a supplement to the May 2008 basic CPS questionnaire. The supplement, on the topic of public participation in the arts in the United States, was sponsored by the National Endowment for the Arts.

The CPS, administered monthly, collects labor force data about the civilian noninstitutional population aged 15 years old or older living in the United States. Moreover, the CPS provides current estimates of the economic status and activities of this population which includes estimates of total employment (both farm and nonfarm), nonfarm self-employed persons, domestics, and unpaid helpers in nonfarm family enterprises, wage and salaried employees, and estimates of total unemployment. The basic CPS data are provided on labor force activity for the week prior to the survey.

In addition to the basic CPS questions, interviewers asked supplementary questions on public participation in the arts of two randomly selected household members aged 18 or older from about one-fourth of the sampled CPS households. If the selected person had a spouse or partner, then questions were also asked of their spouse/partner. The supplement contained questions about the sampled member's participation in various artistic activities from May 1, 2007, to May 1, 2008.

Questions were asked about the type of artistic activity, the frequency of participation, training and exposure, musical and artistic preferences, school-age socialization, and computer usage related to artistic information. These topics were separated into a core set of questions and four modules (each module was administered to only a portion of the sampled cases):

• Module A -- Reading and Music Preference
• Module B -- Participation Via Internet and Other Media
• Module C -- Leisure Activities
• Module D -- Arts Learning

Demographic data collected include age, sex, race, Hispanic origin, marital status, veteran status, educational attainment, occupation, and income.