When Lobbyists, Standardized Testing, and Corporate Consolidation Stand Between Teachers and Their Students

American public education is starving for an entrepreneurial pivot. Not another rebranding exercise, not another expensive software subscription, and certainly not another standardized assessment masquerading as educational progress. It needs a fundamental reconsideration of how children learn, how teachers teach, and why institutions that claim to serve students so frequently resist the innovations that might actually help them.

But there is an enormous problem. American public education is not simply a collection of schools struggling to modernize. It is also a multibillion-dollar commercial ecosystem supported by government mandates, legislative relationships, long-term contracts, and an administrative infrastructure whose incentives frequently reward compliance over experimentation.

Some of the largest corporations operating in this ecosystem have spent millions lobbying the very governments responsible for determining what schools must purchase, what students must demonstrate, and how teachers will be evaluated. Their activities are documented through lobbying disclosures, corporate acquisitions, state contracts, and investigative reporting. This is not a hypothetical concern about what corporations might do; it is a record of what major educational businesses have actually done.

The problem is not that every corporate product is ineffective or that every administrator opposes innovation. The problem is structural. When the financial stability of vendors and the professional security of administrators depend on maintaining existing procedures, meaningful educational innovation can become an institutional threat.

And when innovation becomes a threat, the people who suffer most are not the executives or policymakers.

They are the students.

The Lobbyists Behind the Classroom Door

In 2015, reporting on an investigation by the Center for Media and Democracy examined lobbying by major educational corporations. Between 2009 and 2014, Pearson Education, Educational Testing Service (ETS), Houghton Mifflin Harcourt, and McGraw-Hill collectively spent more than $20 million lobbying state and federal officials.

These were not small educational entrepreneurs attempting to get their first instructional product into a classroom. They were established organizations operating within an enormously profitable educational marketplace, including a standardized testing industry generating billions of dollars in public expenditures.

Lobbying is legal, and companies have legitimate interests in government policy. But there is a profound difference between a business advocating for its interests and an educational system becoming dependent on policies that generate recurring revenue for those same businesses.

The relationship becomes especially troubling when corporate interests are involved in shaping the policies that create demand for their products.

Florida provides a particularly revealing example.

In 2013, investigative reporting described emails obtained by the public-interest organization In the Public Interest concerning the Foundation for Excellence in Education, an education-policy organization associated with former Florida governor Jeb Bush.

The emails revealed that foundation personnel participated in discussions about legislative language affecting Florida's Comprehensive Assessment Test, commonly called FCAT. Pearson, whose charitable foundation supported the education-policy organization, held a major Florida testing contract worth approximately $250 million.

The documents raised serious questions about the relationship between corporate financial interests, legislative advocacy, and public educational policy.

Consider the implications.

A corporation profits from administering a state-mandated examination. An education-policy organization supported by that corporation participates in developing legislation concerning the examination's importance. The resulting accountability framework influences how schools allocate instructional time, resources, and professional attention.

There does not need to be an illegal conspiracy for this arrangement to create a serious conflict-of-interest concern. The incentive structure itself deserves scrutiny because the financial interests of assessment vendors can overlap with the policies governing how schools are evaluated.

And that is precisely where the entrepreneurial educator encounters the first institutional obstacle.

Before a teacher can ask whether an innovative lesson will help students understand mathematics more deeply, the teacher must consider whether the lesson advances the outcomes the state has decided to measure.

Those are not necessarily the same objectives.

Buying the Innovators: The Corporate Acquisition Pipeline

The influence of established educational corporations does not end with lobbying. It extends into the acquisition of companies that develop new educational technologies and assessment systems.

Consider ALEKS, the adaptive mathematics program used in schools and colleges.

ALEKS originated from research led by mathematician and cognitive scientist Dr. Jean-Claude Falmagne at the University of California, Irvine. Supported by National Science Foundation funding, its underlying technology was based on Knowledge Space Theory, a mathematical framework for identifying what students know and which concepts they may be ready to learn.

The innovation was legitimate. It was not simply another collection of electronic worksheets.

In 2013, McGraw-Hill Education acquired ALEKS Corporation. The acquisition followed years of collaboration between McGraw-Hill and ALEKS, bringing the adaptive learning company into the portfolio of one of the world's major educational publishers.

The acquisition illustrates a recurring pattern: entrepreneurial innovation can emerge from universities, independent developers, or smaller organizations, only to become part of the portfolios of established educational corporations.

Acquisition is not inherently harmful. Large corporations can provide financing, infrastructure, and distribution that allow useful technologies to reach more students.

But consolidation raises a question that should concern anyone interested in educational entrepreneurship.

What happens when the largest companies increasingly control the channels through which new educational technologies reach classrooms?

The same pattern appears in standardized testing.

In 2017, Educational Testing Service, the organization responsible for developing and administering the GRE and TOEFL examinations, acquired Questar Assessment, a company serving state K–12 testing programs.

Questar had previously won a major contract to develop New York's grades three through eight English language arts and mathematics assessments. ETS's acquisition expanded its position in the statewide assessment market.

Florida provides another revealing example.

American Institutes for Research, commonly called AIR, developed and administered the Florida Standards Assessments under a major state contract. In January 2020, Cambium Learning Group completed its acquisition of AIR's assessment division.

At the time of the acquisition, AIR Assessment was delivering more than 60 million online tests annually across more than 25 states. Cambium itself was a portfolio company of the private-equity firm Veritas Capital.

Florida subsequently awarded Cambium a contract to administer its new statewide progress-monitoring system, known as FAST. The state's financial disclosures list a contract value exceeding $250 million, including amendments, with the agreement scheduled to extend through June 2027.

This is not a fringe marketplace.

These corporations operate infrastructure that helps determine how millions of students are evaluated, how schools are judged, and how educational resources are directed. The financial consequences of those evaluations reach far beyond the companies administering the examinations.

The acquisitions demonstrate substantial consolidation of educational technology and assessment capabilities within established corporate organizations.

And the consequences deserve careful investigation.

When a relatively small group of established businesses supplies assessment infrastructure, curriculum, intervention software, and professional-development services, the market can become difficult for independent educational entrepreneurs to penetrate.

The question is not simply whether the acquired technologies are effective. It is whether the resulting institutional structure encourages a diversity of educational approaches or increasingly channels schools toward products and practices that fit existing commercial relationships.

The Standardized Testing Trap

Standardized assessments can serve legitimate purposes. They can identify achievement gaps, provide comparable information across schools, and reveal educational failures that local administrators might otherwise overlook.

The National Assessment of Educational Progress, for example, provides valuable evidence of what American students know and can do.

But there is an important distinction between measuring educational outcomes and allowing the measurement system to dominate education itself.

When school grades, teacher evaluations, administrative reputations, and institutional funding are influenced by standardized assessments, those examinations become more than measurement tools. They become powerful behavioral incentives shaping what happens in classrooms.

A principal facing pressure to improve test scores may direct teachers toward particular instructional materials and assessment preparation. Teachers may consequently devote more time to practiced problem formats, even when more exploratory instruction could develop deeper understanding.

The system does not have to explicitly prohibit creativity. It can discourage creativity simply by making experimentation professionally risky.

And this is particularly damaging in mathematics.

A student might learn to recognize the correct procedure for solving a quadratic equation without developing a meaningful understanding of the physical relationships represented by that equation.

The student can manipulate symbols, reproduce steps, and achieve a satisfactory assessment score. Yet ask that same student to investigate the trajectory of a projectile, predict where it will land, or explain why experimental observations differ from a mathematical model, and the limitations of procedural learning may become apparent.

The problem is not that mathematics has been made too rigorous.

The problem is that mathematical rigor can be mistaken for procedural repetition.

Real mathematical understanding includes abstraction, representation, prediction, and the ability to apply familiar principles to unfamiliar problems. Those capacities cannot be reduced to a student's ability to recognize which memorized procedure a familiar question requires.

When schools emphasize performance on familiar assessment formats at the expense of mathematical investigation, they risk preparing students to reproduce answers rather than understand the systems those answers describe.

The Educational Factory Floor

For generations, American schools have relied heavily on age-based grouping, standardized schedules, prescribed curricula, and synchronized academic expectations.

These structures have practical purposes. They allow institutions serving hundreds or thousands of children to coordinate staffing, transportation, instruction, and accountability.

But organizational convenience should never be confused with an optimal learning environment.

The factory-floor model becomes particularly problematic when students are expected to demonstrate learning through narrow, repetitive activities disconnected from their interests and abilities.

Consider two students sitting in the same Algebra II classroom.

One student can work through a conventional sequence of problems with little difficulty. Another has ADHD, struggles to sustain attention during repetitive instruction, but possesses exceptional spatial reasoning and an intuitive understanding of physical relationships.

Give both students twenty nearly identical algebra problems and the second student may disengage long before demonstrating what they actually understand.

Give that student a physical system to investigate, a prediction to make, and an opportunity to construct a mathematical model, and the engagement may be dramatically different.

The mathematics has not become easier.

The student has discovered a reason to use it.

This distinction is central to Dr. William Dodson's discussion of the interest-based nervous system in ADHD. Dodson emphasizes that interest, novelty, creativity, challenge, competition, and urgency can provide powerful pathways into engagement, particularly when conventional importance-based motivation proves ineffective.

His ADHD Owner's Manual framework emphasizes the deliberate injection of interest into activities that would otherwise struggle to capture an ADHD student's attention.

That does not mean making the assignment easier. It means creating an instructional environment in which the student has a compelling reason to undertake demanding work.

And this principle has consequences beyond ADHD.

Students without ADHD also benefit from meaningful engagement. When curiosity is absent, completing the assignment can become more important than understanding the material. Modern technology increasingly provides shortcuts that allow students to satisfy the visible requirements of an assignment without necessarily developing the knowledge those requirements were intended to measure.

Generative artificial intelligence has made this problem even more consequential.

A student who lacks a compelling reason to investigate a mathematical question can now request a solution from an AI system in seconds. The completed work may appear satisfactory even when the student's understanding remains superficial.

This is not an argument against technology.

It is an argument for educational experiences in which obtaining an answer is only the beginning of the intellectual challenge.

The Library of Interests We Are Failing to Build

One of the most important responsibilities of education is helping students discover interests they did not previously know they possessed.

A child cannot become fascinated with geology without encountering something that makes geology interesting. A student cannot develop a passion for mathematical modeling without discovering that mathematics can explain phenomena worth investigating.

Interest does not always precede exposure.

Sometimes exposure creates interest.

Sometimes novelty opens the door, challenge sustains attention, and genuine understanding transforms a temporary fascination into a lasting intellectual pursuit.

An effective teacher can nurture that process by introducing unfamiliar ideas through experiences that invite investigation.

This is particularly important for students with ADHD, whose engagement may depend heavily on finding something intrinsically compelling about an activity. But the broader educational principle applies to every student.

A rich library of interests provides multiple opportunities for curiosity to develop. It also gives students more possibilities for connecting unfamiliar academic material to something they already understand.

Yet modern students increasingly compete with electronic environments engineered to capture their attention through rapid stimulation and continuously changing content.

We should be cautious about attributing all educational difficulties to electronic devices. Nevertheless, extensive screen-based entertainment can displace activities through which children might otherwise encounter unfamiliar physical environments, creative disciplines, social experiences, and intellectual challenges.

When that happens, students may enter classrooms with fewer established interests that educators can use as pathways into learning.

The teacher must do more than connect instruction to existing interests.

The teacher must help create new ones.

This is one reason reducing educational innovation to another digital product is so misguided. An interactive screen may sustain attention, but sustained attention alone does not establish that students are building a broader intellectual relationship with the world.

A child who learns to recognize rock formations during a walk, construct a mechanical device, investigate the mathematics of a soccer ball's trajectory, or model the forces acting on a bridge may develop an interest that survives long after the assignment ends.

Those experiences expand the student's intellectual possibilities.

And that is something education should be deliberately cultivating.

The Administrative Incentive to Preserve the System

Administrators are not inherently enemies of educational innovation. I have worked with principals who understood that effective teachers sometimes need the freedom to abandon conventional methods, experiment with differentiated instruction, and recognize potential that standardized measures overlook.

Those principals were not obstacles.

They were essential advocates.

At Poinciana High School, Principal Jeff Schwartz helped create an environment in which teachers could take ownership of their instructional decisions and develop relationships with students who were not necessarily thriving under conventional approaches.

During my time there, the school's accountability grade improved from a C to an A. That improvement cannot be attributed to any single teacher or instructional method, but it demonstrated that administrative leadership and classroom innovation do not have to be opposing forces.

Supportive principals can make an enormous difference.

But institutional structures can reward a very different kind of leadership.

Consider a teacher who develops a highly effective hands-on mathematics curriculum requiring inexpensive physical materials, flexible instructional time, and unconventional assessments.

The teacher may need approval from a department chair, principal, curriculum specialist, district administrator, procurement office, or technology department. Each additional approval introduces a potential delay or rejection, even when the instructional experiment is relatively inexpensive.

Some review is necessary. Student safety, accessibility, financial accountability, curriculum quality, and equitable access are legitimate responsibilities.

The difficulty emerges when procedural compliance becomes so cumbersome that the cost of experimentation exceeds what an individual teacher can reasonably bear.

A large corporation can employ lobbyists, regulatory specialists, curriculum-alignment teams, attorneys, marketing departments, and sales representatives.

An innovative teacher may have a classroom, a few materials, an idea, and a principal willing to listen.

They are not competing on equal institutional terms.

And the result may be a system in which the ability to satisfy purchasing requirements becomes more consequential than the ability to demonstrate educational ingenuity.

An administrator who preserves an established procedure can often justify the decision by pointing to policy. An administrator who authorizes an unconventional experiment may have to defend the decision personally if something goes wrong.

That creates an asymmetry in institutional risk.

Maintaining the status quo is frequently easier to defend than attempting something new.

And when institutional survival becomes more important than educational improvement, innovation can become an inconvenience rather than a responsibility.

The Generation That Cannot Afford More Stagnation

The urgency is no longer hypothetical.

The 2024 National Assessment of Educational Progress, whose results were released in September 2025, found that 45 percent of American twelfth graders performed below the NAEP Basic level in mathematics.

That was the highest percentage recorded below Basic for the twelfth-grade mathematics assessment. Only 33 percent were considered academically prepared for entry-level college mathematics coursework, down from 37 percent in 2019.

The corresponding reading results were also troubling. Approximately 32 percent of twelfth graders performed below NAEP Basic in reading, while the achievement gaps between higher-performing and lower-performing students continued to present serious concerns.

These results do not mean that 45 percent of graduating seniors are incapable of learning mathematics. They demonstrate that a remarkably large proportion have not developed the mathematical knowledge and reasoning measured by a nationally administered assessment.

And the implications should disturb anyone concerned about America's educational and economic future.

Students are entering a world increasingly shaped by artificial intelligence, automation, advanced manufacturing, scientific modeling, and rapidly changing technologies.

At precisely the moment when independent reasoning has become more important, technology has made it easier than ever to produce an answer without understanding how that answer was obtained.

Students can ask an AI system to solve an equation, write an essay, or summarize a scientific concept.

The educational challenge is no longer merely providing access to information.

It is helping students develop the intellectual independence to interrogate information, identify errors, construct models, and recognize when an answer is plausible.

That requires more mathematical sophistication, not less.

Yet schools experiencing declining engagement and academic difficulties may feel pressured to reduce the complexity or volume of student work rather than reconsider how rigorous intellectual engagement can be sustained.

I have witnessed this tension firsthand.

When I taught Algebra II at Poinciana High School, a conventional assessment might contain approximately twenty-four problems. In later years, we were increasingly confronted with the belief that students could no longer sustain the attention necessary to complete that many problems.

The educational response should not simply be to make examinations shorter.

We should investigate why students are struggling to sustain their engagement, determine which instructional conditions are contributing to the problem, and develop assessments that measure genuine understanding without unnecessarily exhausting students' attention.

Sometimes that means fewer problems with greater depth. Sometimes it means differentiated assessments that allow students to demonstrate different levels of mathematical sophistication.

And sometimes it means demanding more intellectual work while changing the circumstances under which that work occurs.

The fundamental question should not be how many repetitive exercises students can tolerate.

It should be how deeply students can understand a concept when instruction gives them compelling reasons to investigate it.

Entrepreneurship Is Not Another Subscription

Educational innovation has increasingly become synonymous with educational technology.

A school purchases software, trains its staff, integrates a new dashboard, and announces an instructional transformation.

Sometimes the software is genuinely useful.

ALEKS, for example, can help identify mathematical knowledge gaps and provide adaptive practice. Such technologies can support differentiated instruction, especially when teachers use them to identify prerequisite deficiencies and adjust their instruction.

But an adaptive platform is not a substitute for an educational philosophy.

A software program can determine which equation a student should practice next. It cannot, by itself, guarantee that the student develops curiosity about the physical world or discovers a lifelong passion for mathematics.

A teacher with a few inexpensive materials can sometimes create an experience that no expensive digital platform adequately replicates.

Imagine students investigating the mathematics of a golf putt breaking across a sloped green. They must consider geometry, velocity, changing elevation, friction, and the relationship between observation and prediction.

Or imagine students investigating the structural forces acting on a bridge, comparing the trajectories of different projectiles, or reconstructing geological events from physical evidence in the surrounding landscape.

These are not distractions from mathematics.

They are opportunities to make mathematics indispensable.

Students are no longer completing exercises merely because an authority figure assigned them. They are using analytical tools to understand something that exists beyond the classroom.

The teacher becomes an architect of investigation, a mentor, and an advocate for deeper understanding.

Technology can assist that process without owning it.

And the instructional model need not sacrifice mathematical rigor.

A student investigating projectile motion can progress from measuring distances and graphing observations to developing quadratic models, analyzing residuals, estimating uncertainty, and investigating the limitations of the model.

The level of sophistication can grow with the student's mathematical abilities.

That is differentiated instruction without abandoning intellectual challenge.

And it creates an opportunity to introduce mathematics students might otherwise resist because the mathematics now serves a purpose they understand.

This is the entrepreneurial pivot educational institutions desperately need.

Why ADHD Students May Reveal the System's Weaknesses First

Students with ADHD can be especially revealing indicators of the limitations of conventional instruction.

Their inconsistent engagement may be interpreted as evidence of inconsistent ability, inadequate effort, or insufficient discipline.

But those interpretations can overlook how profoundly the instructional environment influences participation.

A student who appears unable to sustain attention during repetitive exercises may demonstrate remarkable concentration while designing an experiment, constructing something physically meaningful, or solving a problem connected to a personal interest.

That contrast does not mean every episode of disengagement is caused by poor instruction. ADHD involves genuine difficulties with attention regulation and executive functioning, and students may need medication, accommodations, and individualized support even in engaging classrooms.

Nevertheless, the contrast raises an important educational question.

How much of what schools label academic underperformance reflects limitations in students, and how much reflects limitations in the learning environments we have designed for them?

The question becomes even more consequential when ADHD overlaps with autistic traits, anxiety, trauma, or rejection-sensitive responses to criticism.

For some students, repeated failure and public judgment create additional barriers to engagement. A classroom organized primarily around correction, compliance, and comparative performance can intensify those barriers.

I have encountered students whose mathematical abilities were far greater than their classroom performance initially suggested.

Some were exceptionally talented visual thinkers. Others were master doodlers who used drawing as a compensation strategy to remain emotionally regulated in environments where criticism, anxiety, or negative self-talk could otherwise become overwhelming.

Rather than immediately treating the doodling as a disciplinary problem, I looked for ways to use their visual abilities as pathways into engagement.

Geometry, color-coded mathematical representations, and physical demonstrations provided opportunities to connect their existing strengths to increasingly demanding academic material.

The objective was not to reward avoidance.

It was to eliminate the conditions contributing to disengagement and replace them with conditions that made meaningful learning possible.

This is particularly important when a student's behavior reflects an attempt to escape anticipated criticism rather than an unwillingness to learn.

The student who refuses to attempt a problem may be protecting themselves from the emotional consequences of trying and failing.

An educator who recognizes that possibility can change the instructional relationship before attempting to change the behavior.

Trust, private encouragement, differentiated challenges, and meaningful interest can become more effective than another round of public correction.

That is not lowering standards.

It is reconsidering the instructional route through which students reach them.

A rigorous educational environment should demand substantial intellectual effort without demanding that every student demonstrate that effort in precisely the same manner.

The Entrepreneurial Pivot: Building Outside the Procurement Machine

Traditional public school districts are not incapable of innovation.

I have seen supportive principals make meaningful differences by allowing teachers to experiment, advocating for vulnerable students, and recognizing that students' needs cannot always be satisfied through standardized procedures.

But the larger the institution, the more difficult it can become to make timely instructional changes.

Independent schools and smaller, entrepreneurially led charter schools may have greater flexibility to experiment with interdisciplinary instruction, differentiated assessment, physical learning environments, and alternatives to conventional classroom organization.

That flexibility creates an opportunity, not a guarantee.

Charter schools can become bureaucratic. Independent schools can become excessively protective of their traditions. Both can reproduce the same compliance-oriented structures found in district schools.

The critical distinction is leadership that treats educational innovation as a responsibility rather than an institutional liability.

And innovation requires more than purchasing something new.

An entrepreneurial school should be willing to ask whether its students are developing stronger mathematical reasoning, deeper scientific understanding, greater intellectual independence, and a broader library of interests.

Those questions should guide instructional decisions.

A promising strategy would be to develop rigorous instructional models in environments willing to experiment, demonstrate their effectiveness, and make the resulting methods reproducible by other educators.

Such models should not depend on expensive proprietary technology or charismatic teachers whose methods cannot be replicated.

They should be built around clear instructional principles, practical materials, measurable learning outcomes, and professional development that teachers can actually use.

The objective is not merely to build another successful school.

It is to develop an educational approach that other schools can adopt without having to purchase an entire corporate ecosystem.

Imagine a collection of mathematics investigations that teachers can implement using inexpensive equipment, ordinary classroom supplies, and clearly documented instructional procedures.

Every investigation could include differentiated entry points, rigorous mathematical extensions, opportunities for independent prediction, and assessments designed to measure understanding rather than procedural imitation.

Teachers could adapt the investigations to the interests and abilities of their students while preserving the mathematical objectives.

The resulting instructional framework could be shared, evaluated, improved, and reproduced without requiring a district to commit millions of dollars to another proprietary platform.

And if those methods consistently improve learning, the evidence could create pressure for adoption within traditional districts as well.

That is an entrepreneurial model with consequences extending far beyond the school in which it originated.

The greatest educational breakthrough may not be another technology company.

It may be an instructional methodology that is inexpensive to reproduce, difficult to monopolize, and demonstrably more effective than conventional alternatives.

The Pivot We Cannot Keep Postponing

American education does not suffer from a shortage of intelligent teachers, creative students, or potentially useful technologies.

It suffers, in part, from institutional arrangements that can make compliance easier than inquiry and purchasing an approved solution easier than empowering an educator to develop one.

Corporate lobbying and consolidation are important parts of that story, but they are not the entire story. Administrative risk aversion, high-stakes accountability, restrictive schedules, curriculum mandates, and inadequate support for differentiated instruction can reinforce one another.

The result is an educational environment in which maintaining the existing system often requires less institutional courage than changing it.

And that is unacceptable when students are struggling to develop the mathematical reasoning, scientific understanding, creativity, and intellectual independence their futures will demand.

We do not need to eliminate assessment, abandon standards, or pretend that every unconventional teaching idea is effective.

We need standards that preserve intellectual rigor without dictating a single instructional pathway. We need accountability that measures genuine understanding without punishing responsible experimentation. And we need administrators who recognize that their most important responsibility is not protecting an instructional procedure but helping teachers reach students.

Most importantly, we need educators who are empowered to recognize what engages their students and construct learning environments around that discovery.

Dr. William Dodson's emphasis on injecting interest into the lives of people with ADHD provides an important instructional insight, but the underlying educational opportunity is broader.

A teacher should not have to wait for a student to arrive with an established passion for mathematics, science, history, or engineering.

A teacher should be able to help create that passion.

And when the passion develops, mathematical rigor does not have to disappear. It can become the very challenge that sustains the student's engagement.

The next generation does not need another expensive dashboard telling them they have mastered 73 percent of a standardized curriculum.

They need teachers who can help them discover why mathematics, science, history, engineering, art, and language are worth mastering in the first place.

They need opportunities to examine physical reality, develop hypotheses, test predictions, recognize errors, and revise their understanding.

They need adults who recognize that genuine learning is not simply the reproduction of an approved answer.

It is the development of the intellectual tools necessary to discover answers independently.

An educational system that cannot accommodate that distinction has confused the administration of learning with learning itself.

And when an institution becomes more invested in preserving its procedures than improving its outcomes, the answer is not another layer of procedural reform.

It is time for an entrepreneurial pivot.

Our children cannot afford to spend another generation waiting for permission to learn differently.

Testable Predictions

1. Institutional Flexibility and Innovation

Schools with greater instructional autonomy and shorter approval chains will implement evidence-supported teaching innovations more quickly than otherwise comparable schools with centralized approval structures.

This can be tested by comparing the time required to authorize, implement, and evaluate instructional pilots across traditional districts, charter schools, and independent schools. The analysis should account for school size, funding, student demographics, leadership stability, and regulatory obligations.

2. Procurement Restrictions and Market Concentration

Districts operating under more restrictive procurement frameworks will spend a greater proportion of their instructional technology budgets on established vendors than comparable districts with more flexible purchasing procedures.

The investigation should account for product effectiveness, accessibility, data security, service reliability, and economies of scale. If restrictive procurement procedures disproportionately favor large vendors without producing corresponding educational benefits, the evidence would support concerns about institutional barriers to competition.

3. Engagement-Driven Mathematical Learning

Students participating in rigorous, investigation-based mathematics instruction will demonstrate greater transfer of learning to unfamiliar problems than students receiving primarily repetitive procedural instruction.

Both groups should receive adequate explicit instruction and opportunities for practice. Assessment should measure conceptual understanding, mathematical modeling, retention, and the ability to apply familiar principles to unfamiliar situations.

4. ADHD and AuDHD Engagement

Students with ADHD, including those with co-occurring autistic traits, will demonstrate larger improvements in sustained task engagement when instruction incorporates meaningful interest, novelty, physical investigation, and appropriately calibrated challenge.

Engagement and learning outcomes must be measured separately. The prediction is not that every student with ADHD will benefit equally, but that interest-responsive instructional conditions will produce measurable benefits for identifiable groups of students whose performance is particularly sensitive to engagement.

5. Administrative Incentives and Instructional Experimentation

Schools in which administrators are evaluated using broader indicators of student learning will authorize more unconventional instructional pilots than schools whose evaluations depend predominantly on standardized assessment outcomes.

Relevant measures should include instructional experimentation, student achievement, retention of learning, and the successful adoption of demonstrated innovations. The prediction would be weakened if differences disappeared after controlling for leadership characteristics, available resources, and school accountability requirements.

6. The Cost of Classroom Innovation

Reproducible, teacher-directed instructional models using inexpensive physical materials will achieve outcomes comparable to or better than selected proprietary educational technology interventions at lower total implementation costs.

The comparison must include teacher preparation, instructional training, materials, maintenance, licensing, and the time required to implement each approach. A lower purchase price alone would not establish greater educational efficiency.

7. Corporate Consolidation and Educational Choice

Greater concentration among curriculum, assessment, and instructional technology vendors will be associated with narrower purchasing choices and higher switching costs.

Researchers could examine state contracts, vendor ownership histories, licensing arrangements, platform compatibility, and the number of viable competing products available to districts. The analysis should also investigate whether consolidation produces offsetting benefits through improved infrastructure, reliability, or lower operating costs.

8. The Library of Interests

Students exposed to sustained, interdisciplinary, investigation-based instruction will develop a broader range of self-reported interests and demonstrate greater willingness to engage with unfamiliar academic subjects than comparable students receiving predominantly conventional instruction.

The study should distinguish temporary novelty effects from durable changes in interest. Longitudinal follow-up would help determine whether exposure to unfamiliar disciplines creates lasting intellectual engagement and whether that engagement predicts subsequent learning.

9. Interest Injection Versus Reduced Academic Demands

When students struggle with engagement, deliberately introducing meaningful interest into rigorous assignments will produce greater improvements in participation and conceptual understanding than simply reducing assignment difficulty or length.

This prediction is particularly relevant to students with ADHD, although the effects should be evaluated across different neurological profiles. If interest-based instructional changes improve performance without reducing mathematical demands, the findings would challenge the assumption that disengaged students necessarily require easier academic work.

References

Center for Media and Democracy. (2015). Pearson, ETS, Houghton Mifflin, and McGraw-Hill Lobby Big and Profit Bigger from School Tests. PR Watch. Investigation of lobbying expenditures and the commercial relationships surrounding statewide standardized assessments.

Strauss, V. (2015). Report: Big Education Firms Spend Millions Lobbying for Pro-Testing Policies. The Washington Post. Coverage of corporate lobbying expenditures and the financial incentives associated with standardized testing mandates.

Strauss, V. (2013). E-mails Link Bush Foundation, Corporations and Education Officials. The Washington Post. Reporting on correspondence concerning the Foundation for Excellence in Education, Pearson, and state education policies.

Education Week. (2013). Watchdog Gnaws on Foundation With Jeb Bush Ties. Reporting on education-policy advocacy, corporate sponsorship, and relationships with state education officials.

ALEKS Corporation. Company Information. Historical account of the development of ALEKS at the University of California, Irvine, the contributions of Jean-Claude Falmagne, and the company's acquisition by McGraw-Hill.

McGraw-Hill Education. (2015). SEC Financial Disclosures: ALEKS Corporation Acquisition. Documentation of McGraw-Hill's August 2013 acquisition of ALEKS Corporation and its licensing and distribution relationships.

Educational Testing Service. (2017). ETS to Acquire Questar Assessment Inc.. Corporate announcement concerning the acquisition of the K–12 assessment company.

New York State Education Department. (2015). 3–8 Assessment Contract Awarded to Questar, Inc.. Official announcement of the approximately $44 million statewide testing contract.

Cambium Learning Group. (2020). Cambium Learning Group Completes Its Acquisition of Assessment Division of the American Institutes for Research. Corporate announcement documenting the acquisition and AIR Assessment's existing national testing operations.

Florida Department of Financial Services. Florida Accountability Contract Tracking System: Cambium Assessment Inc.. Official state procurement and financial records for Florida's statewide progress-monitoring assessment contract.

National Center for Education Statistics. (2025). 2024 NAEP Mathematics Assessment: Grade 12 Results for the Nation. U.S. Department of Education, Institute of Education Sciences. National findings on twelfth-grade mathematical achievement.

National Assessment Governing Board. (2025). Nation's Report Card Shows Declines in 8th-Grade Science and 12th-Grade Math and Reading. Summary of national assessment findings and college-readiness measures.

Dodson, W. W. Developing an Owner's Manual for Your ADHD Mind. Attention Deficit Disorder Association (ADDA). Educational presentations addressing the interest-based nervous system and individualized strategies for accessing engagement.

Dodson, W. W. (2023). Dr. William Dodson on Navigating the ADHD System. Men's ADHD Support Group. Discussion of interest-based engagement, including the deliberate injection of interest into otherwise unengaging activities.