Why Most ABA Clinics Struggle With Insurance Billing — And How to Fix It (2026 Guide)

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The Billing Problem Is Not Your Fault — But It Is Your Problem to Solve

Walk into almost any ABA therapy clinic and you will find the same disconnect. The clinical team is doing genuinely good work. Patients are progressing. Session volume is steady or growing. And yet the revenue does not reflect any of that. Claims are coming back denied. Authorizations are lapsing. The AR balance keeps climbing while the billing team runs harder each week and seems to fall further behind.

This is the most common financial pattern in ABA therapy practices, and it is not caused by negligence or incompetence. It is caused by a billing environment that is structurally more demanding than most clinics are equipped to handle and more demanding than most billing systems were designed for. ABA insurance billing involves prior authorization cycles that reset every 90 to 180 days, a CPT code set that requires session-level clinical documentation to support each claim, credentialing rules that tie billing eligibility directly to provider credentials and supervision structures, and payer policies that differ enough between Medicaid managed care and commercial insurance to require fundamentally different operational approaches.

Most clinics get into ABA therapy billing challenges not because they are doing things wrong intentionally, but because the gap between general medical billing knowledge and ABA-specific billing knowledge is larger than most people outside the specialty realize and practices often do not recognize that gap until it is already showing up in their collections.

This guide is a direct, practical breakdown of why ABA insurance billing fails and what the specific operational changes are that actually improve outcomes. The goal is to give you enough clarity to audit your own billing operation and identify where revenue is leaking before the numbers get significantly worse.

Why ABA Insurance Billing Is More Complicated Than Most Specialties

This is worth being specific about rather than treating it as general background. The complexity in ABA billing is structural, it comes from multiple directions simultaneously, and each element interacts with the others in ways that compound the difficulty.

Session-Based Billing in 15-Minute Units Across Multiple Providers

ABA therapy is billed in 15-minute increments across potentially dozens of sessions per day, delivered by different provider types with different billing rules. A 90-minute session is six units. A session that runs five minutes short is five units. When a BCBA joins an RBT-delivered session for a protocol modification, that portion of the session bills differently from the RBT-delivered portion. These are not edge cases they are the daily operational reality of ABA billing, and the accuracy requirement is cumulative across every session in the clinic.

Most general medical billing frameworks are built around encounter-based billing — one visit, one claim. Session-based unit billing in ABA requires a different mental model, and teams trained in encounter-based billing apply the wrong logic repeatedly before someone identifies the pattern. By that point, systematic unit errors have usually been submitted across months of claims.

Provider Credentials That Directly Determine Billing Codes and Rates

In ABA billing, which provider delivered a service is not administrative context it is a billing determinant. A session delivered by a Registered Behavior Technician under BCBA supervision bills under a different CPT code at a different rate than the same session delivered or supervised by a BCBA directly. The 97153 code covers RBT-delivered adaptive behavior treatment. The 97155 code covers protocol modification by a BCBA. Billing these codes interchangeably because the session content looked similar is one of the most consistent sources of ABA billing denials.

Supervision ratio rules add another layer: payers specify limits on how many RBT hours a single BCBA can supervise within a billing period. A clinic that is not tracking supervision ratios against payer-specific limits is running compliance risk on every RBT-delivered session in the practice not just on the ones where the ratio was actually exceeded.

CPT Codes That Require Clinical Evidence, Not Just Scheduling Records

The ABA CPT code set 97151 and 97152 for behavior identification assessments, 97153 for RBT-delivered treatment, 97155 for BCBA protocol modification, 97156 and 97157 for family behavior skills training, 97158 for group treatment requires documentation that goes substantially beyond recording what was scheduled or what generally occurred.

A 97155 claim requires documentation that a BCBA was actively engaged in modifying a behavior intervention protocol during the session not present, not supervising from a distance, but specifically involved in protocol modification. If the session note describes supervision without clearly establishing that active protocol modification occurred, that claim is vulnerable to denial or downcoding at payer review. Billing teams without ABA-specific training miss this distinction consistently, and the error repeats across every session of the same type until someone catches the pattern.

Medicaid Managed Care and Commercial Payers That Cannot Be Billed the Same Way

Medicaid managed care organizations and commercial payers both cover ABA services in most states. The coverage rules are not the same. Authorization criteria, documentation requirements for medical necessity reviews, covered service definitions, unit limits, and appeal procedures differ enough between the two that running them through the same workflow produces preventable errors in both directions. The clinics that manage both payer types well have built distinct approaches for each not a unified workflow applied uniformly to all payers.

The Five Reasons ABA Clinics Struggle With Insurance Billing

These five issues account for the majority of revenue problems in ABA practices. They are distinct, they interact with each other, and they are all fixable but only after you have identified which ones are present in your clinic.

❌ 1. Authorization and Reauthorization Problems

Prior authorization is where ABA billing begins — and where it most commonly breaks down. Every treatment plan needs authorization before billing starts. But in ABA, authorization is not a one-time approval. It expires, typically every 90 to 180 days depending on the payer, and renewal requires updated clinical documentation that justifies the continued intensity of services. The initial authorization is usually managed carefully. The renewal is where the gaps happen.

Clinics get into a rhythm of delivering services and lose track of when authorizations are approaching expiration. By the time the lapse is discovered, sessions have already been delivered in a gap period that most payers will not cover retroactively. For a clinic with 25 to 40 active patients across multiple payers, authorization expiration dates are happening on a rolling monthly basis. Managing that reactively checking when a denial comes in creates a constant cycle of lost revenue.

Session caps are a related trap that catches clinics off guard. Some payers approve a fixed number of authorized hours per treatment period. When sessions delivered reach that cap, further billing is invalid but clinical scheduling does not automatically stop when the cap is hit. By the time someone reconciles authorized hours against delivered hours, sessions have been delivered that cannot be billed.

⚠  Reality Check:  Sessions delivered during an authorization gap or beyond an approved session cap are not recoverable in most cases. Most payers will not retroactively authorize services already delivered without prior approval. That is permanent revenue loss — not deferred revenue, not a collections challenge. It is gone.

✅ Quick Fix:  Build an authorization tracking log that shows every patient's current auth status, approved hours, consumed hours, and expiration date. Configure 30-day renewal alerts and assign specific responsibility for initiating renewal submissions on time — not when a denial arrives, but before the authorization expires.

❌ 2. Incorrect Use of ABA CPT Codes

Coding errors in ABA billing take two forms, and both are expensive in different ways. The first is outright wrong code selection a billing team unfamiliar with ABA applies 97153 where 97155 should have been used, because they do not understand the clinical distinction between RBT-delivered treatment and BCBA protocol modification. The second is technically defensible code selection backed by documentation that does not actually support the code which produces the same result, a denial, but requires different remediation.

Both errors are significantly more common in practices where billing staff do not specialize in ABA. The codes look similar. The sessions look similar on the schedule. The distinction is clinical and it requires someone who understands what each code represents clinically to bill it correctly. When the error is systematic across hundreds of sessions before anyone identifies it, the remediation cost in rework, appeals, and write-offs is substantial.

💡 Expert Insight:  The most expensive ABA coding error is not one wrong code on one claim. It is the same wrong code applied across six months of claims before anyone reviews the denial pattern. Coding audits every 60 days — where a sample of submitted claims is reviewed against session notes — catch systematic errors while the appeal windows on affected claims are still open.

✅ Quick Fix:  Build CPT-specific documentation templates for every code your clinic bills. BCBAs and RBTs should know what their notes need to include to support each billable service before they write the note, not after the claim is denied. Conduct a coding review before submission, not a retrospective review after the denial comes back.

❌ 3. Credentialing Delays for BCBAs and RBTs

Credentialing is the payer enrollment process that establishes a provider's eligibility to bill covered services under a specific insurance plan. In ABA, BCBAs need to be credentialed with every payer before their sessions can be billed to that payer. The timeline for commercial payer credentialing is typically 90 to 120 days when submissions are complete and accurate. Medicaid managed care credentialing can run longer.

The clinical consequence is straightforward: a BCBA who begins seeing patients before their credentialing is complete is generating sessions that cannot be billed. Some payers permit retroactive claim submission once credentialing is approved. Many do not. Clinics that manage credentialing reactively starting the process when a new provider joins rather than 120 days before their expected start date experience regular credentialing gaps that translate directly into unbillable sessions.

RBT billing adds a layer that surprises many clinic administrators. Most ABA billing for RBT-delivered services runs under the supervising BCBA's credentials, but the documentation requirements for supervision vary by payer. Some require specific supervision log formats. Some require documented supervision ratios meeting specific thresholds. Not knowing a payer's RBT supervision billing rules before sessions are delivered creates denial exposure on every RBT-delivered session until the gap is identified.

⚠  Reality Check:  A BCBA who sees 20 patients per week and is not yet credentialed with their Medicaid managed care plan is generating 20 sessions per week of unbillable revenue. At 12 weeks of processing time, that is 240 sessions that may or may not be recoverable — depending on whether the payer permits retroactive billing and whether the documentation is adequate.

❌ 4. Poor Documentation for Medical Necessity

Medical necessity documentation is the clinical record that tells a payer why a patient needs the level of ABA services being delivered. For initial authorizations, this means assessment findings that clearly support the proposed service intensity, frequency, and treatment approach. For ongoing authorizations, it means progress notes and treatment updates that demonstrate both that the patient is responding to treatment and that continued services at the current intensity remain clinically warranted.

Payers have significantly tightened ABA medical necessity review standards over the past several years. Notes that use template language with minimal individualization — where the same phrasing appears across sessions with only dates changed — raise flags. Notes that describe what happened in a session without connecting it to treatment plan goals and behavioral data raise different flags. The standard payers are applying is documentation that tells the specific story of why this patient, at this point in treatment, needs this level and type of ABA service.

Clinics that produce data-driven documentation where BCBAs record quantitative behavioral data alongside narrative notes, showing measurable movement toward specific treatment goals consistently fare better in medical necessity reviews than clinics relying on qualitative narrative documentation alone. The data provides the clinical justification that payers are looking for in a format that is difficult to challenge.

💡 Expert Insight:  The most defensible ABA documentation connects session activities to specific treatment plan goals through behavioral data. A note that says 'patient worked on compliance training' is weaker than a note that says 'patient demonstrated 78% compliance on demand-presentation trials, up from 64% last week, consistent with treatment goal of 85% compliance by Q3.' The second note answers the payer's question before they ask it.

✅ Quick Fix:  Establish a monthly documentation review where a sample of session notes is evaluated against the CPT code billed and the treatment plan goals. Notes that cannot clearly answer 'why this service, for this patient, at this frequency' need to be strengthened before the next authorization renewal. Do not wait for a denial to find out your documentation does not meet payer standards.

❌ 5. Denial Management That Is Too Slow or Nonexistent

A denied claim is not automatically lost revenue. Most payers offer appeal processes with filing windows ranging from 30 to 180 days from the denial date. A well-managed denial workflow catches every denial on the day it arrives, categorizes it by denial reason, evaluates whether an appeal is viable, and files that appeal before the window closes. Clinics that do this consistently recover a meaningful portion of initially denied revenue that would otherwise be written off.

The more common scenario is that denials come in, get flagged, and sit in a queue while the billing team focuses on processing new claims. By the time someone gets back to the denial if they get back to it at all the appeal window has closed. That is not a billing error in the coding sense. It is a revenue cycle management failure that is just as expensive as submitting the wrong code.

The second failure is not using denial data to prevent recurrence. Every denial has a reason code. Clinics that analyze denial patterns by payer, by CPT code, and by provider type can identify systematic problems in their billing workflow and fix them before they repeat across hundreds more claims. Clinics that treat each denial as an isolated incident rather than a data point in a pattern spend months or years paying the same revenue penalty repeatedly without ever addressing the underlying cause.

⚠  Reality Check:  Once an appeal window closes on a denied claim, that revenue is gone. There is no exception process, no informal workaround, and no way to recover those funds. A billing team without a defined, time-tracked denial management workflow is accepting, by omission, that a percentage of denied claims will never be collected — and building that loss into the clinic's revenue model without acknowledging it.

ABA Billing Problems, Root Causes, and Practical Fixes

Use this table to diagnose your own billing operation. If a problem in the first column looks familiar, the fix column gives you the starting point.

The Real Financial Impact of ABA Insurance Billing Problems

Billing problems in ABA therapy are not abstract operational issues. They translate into concrete financial outcomes that clinic owners feel in specific, measurable ways — and often misdiagnose as payer problems rather than process problems.

Delayed Reimbursements Compress Cash Flow When the Clinic Cannot Afford It

When claims are denied and require rework, resubmission, and appeal, the payment timeline for those services stretches from 14 to 30 days to 60, 90, or 120 days — and some will never be collected. A clinic with a 15% denial rate on significant weekly session volume is not just dealing with billing friction. It is deferring a meaningful portion of earned weekly revenue into an uncertain future collection window while continuing to pay staff, rent, and operating costs in the present. That cash flow gap is real and it compounds every week the denial rate remains unaddressed.

Growing AR That Misrepresents How Much Revenue Is Actually Collectible

AR aging is one of the most important financial health indicators for an ABA clinic, and it is also one of the easiest to misread. Revenue in AR looks like it is coming — it is on the books, it appears in the revenue projections. What it does not show is which portion of that AR is aging past the point of collectability because appeal windows are closing, authorization issues are making claims non-payable, or credentialing gaps mean the claims should not have been submitted in the first place. Clinics are routinely surprised by collections shortfalls because their AR balance overstated what was actually recoverable.

Compliance Risk That Reaches Back Into Billing History

Payers that identify patterns of incorrect code usage, documentation that does not support the services billed, or systematic unit discrepancies across claims do not just deny the current claims. They initiate documentation reviews, request records, and in some cases pursue recoupment of previously paid claims that were identified as improperly billed. For a clinic that has been systematically billing 97155 where documentation supports 97153, or billing units that do not match documented session times, the financial exposure includes not just future denials but retroactive recoupment demands on claims already paid. That is a significantly more expensive problem than a denial.

Practical Solutions ABA Clinics Can Implement Right Now

These are not recommendations built on theory. They are the operational changes that produce measurable billing improvement in ABA practices that have worked through the problems described above.

✅ Front-End Insurance Verification Before Every First Session

Verify active ABA coverage and benefit details for every patient before the first session is scheduled and reverify at the start of each new authorization period. Verification means confirming that the patient's specific plan covers the CPT codes you plan to bill, confirming the authorization requirements for those services, and confirming any session caps, unit limits, or documentation requirements specific to that payer's ABA coverage policy. Errors caught at verification prevent a cascade of billing problems that cannot be corrected after services are delivered.

✅ Authorization Tracking With Proactive 30-Day Renewal Alerts

Build an authorization tracking log in your EHR, practice management platform, or even a structured spreadsheet that shows every active authorization's status, approved hours, consumed hours, and expiration date in one view visible to both clinical scheduling and billing staff. Configure 30-day expiration alerts and assign specific staff ownership for renewal submissions. The system does not need to be sophisticated. It needs to be used consistently. Clinics that check authorization status before scheduling not after billing virtually eliminate the revenue loss from authorization lapses.

✅ Documentation Templates Tied Directly to Each CPT Code

Create note templates for every ABA CPT code your clinic bills, structured around the documentation elements payers require to support that specific code. BCBAs and RBTs using code-specific templates produce notes that support billing by design rather than creating billing risk by omission. This is one of the highest-return investments in billing infrastructure a clinic can make it costs almost nothing to implement and prevents an ongoing source of preventable denials at the clinical workflow level before claims are ever submitted.

✅ A Denial Management Workflow With Defined Turnaround Times

Every denial that comes in should be logged, categorized by reason code, assigned to a specific person for appeal review, and resolved within a defined timeline that keeps the appeal well within the payer's filing window. The person responsible for denial management should not also be primarily responsible for new claim submissions those two tasks compete for attention, and denial management consistently loses that competition in practices without defined ownership.

Run a monthly denial pattern review where denials are categorized by payer, CPT code, and denial reason. Patterns that repeat across multiple claims point to systemic billing workflow issues that should be corrected at the source rather than appealed individually indefinitely.

✅ Monthly KPI Reviews With Benchmarks

Measure the five billing metrics below monthly, against the benchmarks provided. Revenue cycle problems caught at the 30-day mark are correctable. The same problems caught at six months have compounded into backlogs that take significantly longer and more resources to resolve. If your billing partner cannot give you these five numbers on demand, that gap is itself a meaningful indicator.

KPIs Every ABA Clinic Should Track Monthly

These five numbers tell you more about your billing operation's actual health than any narrative report or monthly summary. Two or more being outside the benchmark range means revenue is being left behind not because of payer behavior, but because of billing process gaps.

💡 Expert Insight:  Do not wait for your billing partner to bring you these numbers. Ask for them proactively, every month, in a format readable without a billing background. A billing company confident in its performance provides this data readily. One that deflects or delays is communicating something important about what the data actually shows.

How Specialized ABA Billing Services Help Clinics Grow

There is a real difference between a billing company that can process ABA claims and one that was built around ABA billing. The difference is not in service descriptions — it is in the operational knowledge that prevents the specific problems described throughout this guide from occurring in the first place.

Specialized ABA billing teams apply the right CPT codes with clinical accuracy rather than scheduling-based assumptions. They track authorizations proactively across payer-specific renewal timelines rather than discovering lapses after sessions are already unbillable. They manage denial workflows with structured turnaround times and defined accountability rather than treating appeals as a secondary task competing with new submissions. They produce reporting that gives clinic owners real visibility into the five metrics that reflect billing performance — not summary narratives that make the numbers look manageable while the underlying issues continue.

For ABA clinics that have worked through cycles of generalist billing and experienced persistent denial issues, slow collections, and growing AR, the shift to a billing partner that actually knows ABA produces measurably different results within the first 60 to 90 days — because the most common sources of preventable revenue loss are addressed at the front end rather than managed reactively after the damage is done.

MedCloudMD built its ABA billing practice specifically around these challenges. Their team manages the full prior authorization lifecycle, maintains ABA-specific coding standards, builds compliance-first billing practices into every account, and provides real-time reporting on the metrics that matter. For ABA clinics evaluating their billing options: MedCloudMD ABA Therapy Billing Services

Is Your ABA Billing Process Healthy? Work Through This Checklist

Go through each item honestly. Any item you cannot check off is a gap in your billing operation and very likely a revenue gap that accompanies it.

✔  Every patient has an active, current prior authorization on file before sessions are scheduled and billed.

✔  Authorization expiration dates are tracked proactively and renewal submissions are initiated at least 30 days before expiration.

✔  Approved hours per authorization period are monitored session by session — not reconciled at month-end.

✔  Session notes are written against CPT-specific documentation templates that cover the elements payers require for each code.

✔  Documentation includes behavioral data that demonstrates progress toward specific treatment plan goals.

✔  CPT codes are reviewed by someone with ABA billing knowledge before claims are submitted — not after denials arrive.

✔  All BCBAs and RBTs are credentialed with each payer before their first session is billed to that payer.

✔  Denials are logged and assigned for appeal review within 48 hours of receipt — not queued for later.

✔  Denial patterns are reviewed monthly and root causes are corrected in the submission workflow.

✔  Clean claim rate, denial rate, days in AR, and net collection rate are tracked and reviewed monthly with healthy benchmarks as reference points.

💡 Expert Insight:  If you checked seven or fewer items, your billing operation has identifiable gaps that are almost certainly costing the clinic measurable revenue. Start with the two or three items that are furthest from consistent practice. Billing improvement is a sequence of operational fixes — each one producing results before the next one is tackled.

Future Trends in ABA Insurance Billing: 2026 and Beyond

The ABA billing environment is not static, and the direction of travel is toward more scrutiny, not less. Understanding what is coming helps clinics prepare rather than react.

Increased Payer Scrutiny of Medical Necessity

Commercial payers and Medicaid managed care organizations have been tightening ABA medical necessity review criteria steadily. This trend is continuing in 2026, with more frequent concurrent reviews, higher documentation thresholds for authorization renewals, and more systematic claims audits for practices with billing patterns that suggest documentation inconsistencies. Clinics with strong, data-driven documentation standards are better positioned for this environment than those relying on minimal narrative notes.

Electronic Prior Authorization Systems

Several payers are moving toward electronic prior authorization platforms that integrate directly with practice management systems. These systems reduce processing time but introduce new accuracy requirements electronic requests that contain errors or missing clinical data are rejected faster than paper submissions, with less opportunity for informal correction. Clinics investing in authorization management infrastructure now will adapt to electronic systems more smoothly than those managing authorization as an informal process.

AI-Assisted Denial Prevention

Billing technology companies are introducing tools that analyze historical denial patterns and flag high-risk claims before submission. For ABA clinics with sufficient claims history, these tools can identify claims likely to be denied based on payer-specific rules and catch documentation or coding issues before they become denials. The value is in front-end prevention rather than back-end detection and the clinics that benefit most are those already maintaining clean, structured billing data that these tools can learn from.

Value-Based Behavioral Health Reimbursement

Value-based payment models are beginning to reach behavioral health in some states, with outcome-linked payment arrangements appearing for ABA services in pilot programs. These models require more sophisticated outcome tracking and documentation than fee-for-service billing but offer the potential for higher reimbursement for clinics that can demonstrate measurable patient progress. ABA clinics already using data-driven session documentation are better positioned to participate in these programs as they expand nationally.

Evaluate Your ABA Billing Operation With Specifics, Not Impressions

Most ABA clinic owners reading this guide are already aware that something is not working the way it should with their billing. The collections are slower than the session volume suggests they should be. Denials are higher than they were a year ago. The AR balance is growing. The billing team is working harder and the results are not improving proportionally.

The first step is not changing billing partners. It is getting accurate numbers. Pull your clean claim rate, denial rate, and days in AR for the last 90 days. Compare them against the benchmarks in the KPI table. If two or more are outside the healthy range, you have a specific, quantifiable problem and that problem has a dollar amount attached to it that you can calculate from your session volume and current denial rate.

From that baseline, the path forward is a sequence of specific operational fixes some internal, some requiring a billing partner with genuine ABA expertise. The clinics that improve their billing performance most quickly are the ones that approach it with specific data rather than general impressions, and that hold billing partners accountable for measurable results rather than effort.

If you want to have that conversation with a team that built its practice specifically around ABA billing, start with your own numbers and then ask a billing company to show you what improvement looks like for your specific situation, not just describe what services they offer.

Frequently Asked Questions

Why are ABA therapy claims denied so frequently?

The most common causes are: authorization issues — expired authorizations, sessions delivered outside approved hours, or services not covered under the specific authorization documentation that does not support the CPT code billed, unit count errors on session-based claims, incorrect or missing modifiers, and supervision ratio violations. ABA claims face more payer scrutiny than most other specialties, which means errors that might pass review in other billing contexts will be caught in ABA consistently.

What are the most important ABA CPT codes for billing?

The core ABA CPT codes are: 97151 (behavior identification assessment, BCBA), 97152 (behavior identification supporting assessment), 97153 (adaptive behavior treatment, RBT-delivered), 97154 (group adaptive behavior treatment), 97155 (protocol modification by BCBA), 97156 (family behavior skills training, BCBA), 97157 (multiple-family group training), and 97158 (group protocol modification). The most commonly confused pair is 97153 and 97155 both look like therapy sessions on a schedule, but they represent fundamentally different levels of clinician involvement and have different documentation requirements.

How long does ABA prior authorization approval take?

Initial authorization approvals for commercial payers typically process in 5 to 15 business days when documentation is complete. Medicaid managed care plans often take 10 to 30 days. Renewal authorizations can take similar or longer timelines if updated clinical documentation is required. Submitting 30 days before current authorization expiration provides a buffer that prevents most session gaps clinics that submit at expiration accept the risk of unbillable sessions during the review period.

How can ABA clinics reduce claim denials effectively?

The most impactful changes are: building documentation templates tied to each CPT code, managing authorizations proactively with 30-day renewal lead time, conducting pre-submission coding reviews to catch errors before they reach payers, and establishing a structured denial management workflow with defined turnaround times for appeals. Clinics that implement all four consistently typically see measurable denial rate improvement within 60 to 90 days.

Should ABA clinics outsource billing or manage it in-house?

The decision depends on whether in-house billing staff have genuine ABA-specific expertise. General medical billing experience is insufficient for ABA's CPT complexity, authorization management requirements, and payer-specific rules. If in-house staff do not have that background, the total cost of preventable denials, authorization lapses, and missed appeal windows typically exceeds the percentage-of-collections fee charged by a specialized outsourced partner. The comparison shifts for large organizations with the volume to support a fully dedicated in-house ABA billing team.

What KPIs matter most for measuring ABA billing performance?

The five most important are: clean claim rate (target 95% or higher), denial rate (target under 5%), days in AR (target under 30), authorization approval rate on first submission (target 90% or higher), and net collection rate (target 96 to 98%). Any two of these outside the healthy benchmark range signals a billing process problem that is costing measurable revenue a fixable operational gap, not an industry trend.

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