DCHS Insights CX Human-Centered Design @ DCHS PROTOTYPE no real data Quality Service Review (QSR)
What it is
Randomly select clients using multiple services, compile a case profile from client systems, then interview the client and everyone serving them using a structured, scored protocol — two domains rated on a 6-point scale by trained, certified reviewers.
"For clients touching several programs at once, how good is their actual status and our actual practice — the cross-program view no single program sees?"
What it tells you and what it cannot
| Tells you | Cannot tell you |
|---|---|
| Defensible, scored judgments of client status and system practice | Statistically representative rates — samples are small spot-checks |
| Where practice breaks between programs (teaming, long-term view, tracking) | Anything quickly — it is slow, skilled work |
| Story-based case learning plus aggregate patterns, feeding a written improvement plan | Unverified truth — interview statements are taken as given |
How it runs
| Who does the work | Participants | Elapsed time | Cost |
|---|---|---|---|
| Trained, certified reviewer pairs + a review lead + data staff for case profiles | Dozens of cases per round; ~6 interviews per case; 1–3 days on-site per case | Weeks to months per round | $$$ — certified skilled labor |
Strengths, watch-outs and quality signals
the most rigorous and defensible of the eight — litigation-tested, used in 24+ states; scores both status and practice with Maintain (5–6) / Refine (3–4) / Improve (1–2) zones, acceptable = 4+.
expensive and slow; requires certification (two-day initial training plus refreshers); becomes an audit "gotcha" if framed as enforcement instead of learning.
paired reviewers with debriefs for inter-rater reliability; scores triangulated across records and interviews; findings that land in a written Practice Improvement Plan with owners.
Equity & consent
Strong when reviewers are independent of the client's own caseworker and say so; face-to-face interviews with interpreters where needed. Record access raises real PII/HIPAA — and, where substance-use records are involved, 42 CFR Part 2 — obligations; consent is foundational, and clients must hear credibly that candor cannot affect their case.
When to choose it
when you need the cross-program view with oversight-grade rigor — for funders, boards, or a persistent problem the faster methods can flag but not adjudicate.
the Human Systems and Outcomes protocol family (Virginia, Michigan, DC, Pennsylvania variants); Pennsylvania's Round IV reviewed 181 cases across 14 counties with per-indicator "% acceptable" reporting.
Scenario: How this can help examine HR1 impacts
A focused QSR can test whether the client and practice hold together across benefits, behavioral health, CPS, appeals, and alternative services after an HR1-related renewal or compliance event. The HR1 mock deliberately samples 12 affected cases within three outcome strata—benefits retained, lapse then restored, and unresolved loss—so every important outcome is available for case learning. It does not estimate how common those outcomes are.
Score client status and practice across affected-status identification, explanation, exemption screening, documentation, teaming, continuity of behavioral-health care, appeal or restoration support, and completed alternative connections. Record authorized eligibility decisions separately from the proof, handoff, and follow-up practices DCHS can improve.
Blind spot: a small stratified review cannot provide prevalence, and even careful review cannot prove that a coverage gap caused a later treatment or CPS outcome. Consent, independent reviewers, record minimization, and clear non-retaliation are essential. See the HR1 listening plan and HR1 Impact Report.
Quality Service Review — focus case: Janice Brown
Review snapshot
This round reviewed 12 randomly selected cases drawn from clients using multiple services at once. Cases were reviewed by paired reviewers (one local, one external) over roughly two days each: a case profile compiled from client systems, then structured interviews — ~6 per case. This is a spot-check sample, NOT statistically representative; each case is a unique test of how the service system performs for one person.
This report presents the round's aggregate skeleton and one focus case. Focus-case interviews: the client, the safe-house advocate, the housing intake worker, the benefits worker, the behavioral-health clinician, and the CPS worker. Focus periods: status indicators rated on the past ~30 days; practice indicators on the past ~90 days. The review lands on day 47 of the focus case's journey.
Case-profile tile for the focus case: one client across seven touchpoints with no shared plan of record.
Janice Brown
Compiled case profile: one client, seven service touchpoints, no shared plan of record.
Goal: Stability that unblocks reunification
Scoring key
Each indicator is rated on the 6-point scale: 6 Optimal · 5 Good · 4 Fair · 3 Marginal · 2 Poor · 1 Adverse. Zones: Maintain (5–6) · Refine (3–4) · Improve (1–2); the acceptable threshold is 4 or above, and results are commonly read as "% of indicators acceptable." Indicator families below are modeled on HSO-licensed state protocols (real background: Virginia 2011 and Michigan 2018 field versions), with labels localized for an adult-and-family, multi-program context; a real review requires trained, certified reviewers. All scores in this mock are.
Child & Family Status
Status in the past ~30 days. Acceptable on 3 of 9 indicators (33%).
Status table: safety and caregiver functioning score in the maintain zone; stability and permanency score poor; most well-being indicators sit marginal.
Child & Family Status
| Indicator | Score | Rationale |
|---|---|---|
| Safety from harm | 5 Good | Left the violent home; current setting safe; safety plan current |
| Stability of living arrangement | 2 Poor | Safe-house placement is time-limited with no successor housing identified |
| Permanency prospects | 2 Poor | Reunification pathway exists on paper but is blocked by housing, with no timeline |
| Physical health | 4 Fair | Immediate needs met; no unaddressed concerns noted in records or interviews |
| Emotional well-being | 3 Marginal | Exhaustion and repeated retelling of the precipitating events; supports started but disrupted by scheduling |
| Caregiver functioning | 5 Good | Acted protectively under pressure; keeps every appointment she can; realistic about capacity |
| Family connections | 3 Marginal | Contact maintained as scheduled, sustained chiefly by her persistence against transport and scheduling barriers |
| Financial / material well-being | 3 Marginal | Food and benefits partially in place; 3 of 8 identified needs met at day 47 |
| Voice and choice | 3 Marginal | She is asked to comply more often than she is asked what she can manage; her stated capacity limits appear in no record |
Scale 1–6: 1 = Adverse · 2 = Poor · 3 = Marginal · 4 = Fair · 5 = Good · 6 = Optimal. Acceptable threshold: 4.
Practice Performance
Practice in the past ~90 days, across all programs serving the case. Acceptable on 1 of 8 indicators (13%).
Practice table: only cultural responsiveness reaches acceptable; teaming, long-term view, resources, and tracking all score poor.
Practice Performance
| Indicator | Score | Rationale |
|---|---|---|
| Engagement | 3 Marginal | Each program engages her competently on its own; the cumulative burden of six separate engagements falls on her |
| Teaming | 2 Poor | No record in any system that any two programs communicated about this case in the review period; the team exists only in the client's head |
| Assessment and understanding | 3 Marginal | Each assessment is locally competent; none captures the housing-reunification dependency that governs the case |
| Long-term view | 2 Poor | No plan of record extends past each program's next step; the dependency chain is undocumented |
| Case planning | 3 Marginal | Program plans exist and are current; they are not reconciled with one another, and appointments collide |
| Intervention adequacy and resources | 2 Poor | Services are appropriate individually; the resource everything depends on has the longest queue and no priority linkage |
| Tracking and adjustment | 2 Poor | A missed appointment triggers a closure step rather than an inquiry; nothing detects cross-program collisions |
| Cultural awareness and responsiveness | 4 Fair | Individual interactions respectful; system-level trauma awareness lags, as the retelling burden shows |
Scale 1–6: 1 = Adverse · 2 = Poor · 3 = Marginal · 4 = Fair · 5 = Good · 6 = Optimal. Acceptable threshold: 4.
Overall pattern analysis
Sum-up tiles: overall status marginal, overall practice poor, six-month forecast is decline risk absent housing movement.
What to maintain (appreciative findings first, across the round of 12): the crisis response at entry is fast and safe; individual workers are respectful and competent; and in most cases — this one clearly — client persistence and protective capacity are the strongest assets in the case. What to refine: assessment depth, engagement burden, and voice-and-choice — clients' stated capacity limits rarely enter the record. What to improve: teaming, long-term view, and tracking. 9 of 12 cases scored 3 or below on teaming. The system's weakest indicators are precisely the ones no single program owns.
Case vignette
De-identified, ~150 words,. The focus client entered through the DV hotline on the night she left a violent home. Within two weeks she had done everything the system asked: intake at the safe house, applications for housing and benefits, a behavioral-health appointment, and engagement with the CPS matter — telling the precipitating story nine times across seven doors to do it. Programs consistently described her as cooperative and credible, but they managed separate schedules and deadlines. By week five, a benefits appointment and a behavioral-health session collided; the miss was coded a no-show. At day 47, her safety is real and her effort is visible throughout the record. The records do not connect reunification to the unresolved housing queue, even though housing determines whether reunification can proceed.
Client quote: I can do the appointments. I cannot do them all at once.
I can do the appointments. I cannot do them all at once.
Staff quote: she has done everything we asked; the parts that have not moved are the parts none of us own.
She has done everything we asked. The parts that have not moved are the parts none of us own.
Staff quote: I can see my program's tasks for her, I cannot see anyone else's.
I can see my program's tasks for her. I cannot see anyone else's.
Practice Improvement Plan
Prioritized from the round's Improve-zone indicators. Owners are roles, not individuals.
Practice improvement plan with five prioritized actions, owners, and metrics, led by teaming and dependency documentation.
| Finding | Recommendation | Owner | Evidence · metric |
|---|---|---|---|
| Teaming scored 2: no cross-program communication of record | Standing multi-program case conference within 14 days of any multi-service crisis entry | Deputy director, program operations | Focus case; 9 of 12 round cases at 3 or below on teaming Percent of multi-program cases with a documented shared plan within 30 days |
| Long-term view scored 2: governing dependencies undocumented | Require documented dependency chains in every program plan, reviewed jointly | Housing and CPS program leads | Housing-reunification dependency absent from both relevant plans Multi-program cases with dependencies documented in all affected plans |
| Tracking scored 2: misses read as refusal | Add a collision-aware miss code and require review before any closure action | Quality assurance lead | Collision-driven no-show preceded a closure step in the focus case Share of misses carrying a documented reason before closure steps |
| Engagement burden sits on the client (nine retellings) | Pilot a consented shared intake summary, starting with a legal review of what can travel with consent | Intake redesign workgroup with counsel | Focus case record compilation; interview synthesis Retellings per new multi-program case in the pilot |
| Client strengths absent from records that drive decisions | Add client-stated capacity and strengths to the shared summary template | Intake redesign workgroup | Caregiver functioning scored 5 while capacity limits appear in no record Cases whose plan documents client-stated capacity |
Limitations & quality self-check
Limitations. Interview statements are not verified by the reviewer. This is a case-based review protocol for examining frontline practice, not a traditional measurement instrument designed with psychometric properties (real background: the HSO protocols state this limit). The sample is a small spot-check; percentages describe this round's 12 cases, not the caseload. A real QSR requires trained, certified reviewers, record access with consent, and interpreter support where needed.
Questions this review surfaced but deliberately did not resolve (carried as open items for the improvement plan's legal and process work):
- "Which retellings are legally required and which are habit"
- "What information can travel with consent today"
- "Which missed appointments could be prevented by sequencing"
Self-check. 6-point scale with Maintain/Refine/Improve zones and acceptable = 4+: yes. Both domains scored with one-line rationales: yes. Sum-up with 6-month forecast: yes. Strengths named before deficits in the pattern analysis: yes. All scores, rosters, and figures: yes. Banner present: yes.
Quality Service Review: proof, continuity, and completed connections after HR1
Review snapshot
This focused round reviews 12 consenting adults from the affected cohort during their first 2027 SNAP or Medicaid compliance or renewal event. Four cases were randomly selected within each of three pre-defined outcome strata: benefit retained; lapse then restored; and unresolved loss at the review close. Stratification ensures that reviewers can learn from all three outcomes. It makes the sample unsuitable for estimating their prevalence.
Synthetic QSR snapshot: twelve cases in three equal outcome strata, sixty-three records, fifty-eight interviews, and a September 2026 through March 2027 learning window.
| Outcome stratum | Cases | Selection frame | What the design supports |
|---|---|---|---|
| Benefit retained | 4 | Affected cohort with continued SNAP or Medicaid at review close | Learn which proof, exemption, matching, and practice conditions held |
| Lapse then restored | 4 | Any administrative gap followed by restoration | Learn where preventable churn occurred and how restoration worked |
| Unresolved loss | 4 | Benefit remained closed at review close | Learn whether the eligibility explanation, review rights, continuity plan, and alternatives were completed |
Janice is the focus case in the lapse-then-restored stratum. Reviewers use her September 2026 notices and January–February 2027 sequence, matching the other three HR1 mock reports.
Scoring key
Paired trained reviewers score each indicator on the existing six-point scale: 1 adverse, 2 poor, 3 marginal, 4 fair, 5 good, 6 optimal. Scores 5–6 are Maintain, 3–4 are Refine, and 1–2 are Improve; 4 or higher is acceptable. Scores are evidence-based judgments, not arithmetic eligibility findings. Reviewers reconcile differences in a case debrief and preserve the evidence trail.
The review separates two questions:
- Client status: Is food access, health coverage, treatment continuity, safety, and the next service connection stable enough?
- Practice performance: Did the system identify what applied, explain it accessibly, pursue available verification, support documentation, coordinate deadlines, preserve care, support review or restoration, and confirm alternatives?
Child & Family Status
Janice's status is mixed: her protective capacity remains strong, but material and treatment continuity were made fragile during two short benefit gaps. Acceptable on 3 of 8 indicators (38%) in this synthetic focus case.
Synthetic client and family status table for Janice: safety and caregiver functioning strong, coverage and housing poor, and food, treatment, and CPS progress marginal.
Client & family status — Janice focus case
| Indicator | Score | Rationale |
|---|---|---|
| Immediate safety | 5 Good | Safe-house placement and safety plan remain active; no new safety event in the review window |
| Food continuity | 3 Marginal | SNAP lapsed January 22 and was restored February 5; groceries were received through a documented alternative January 24 |
| Health coverage continuity | 2 Poor | Medicaid showed a February 1–7 gap before restoration February 8 |
| Behavioral-health continuity | 3 Marginal | One visit was rescheduled during coverage uncertainty; provider relationship remained intact |
| CPS service-plan progress | 3 Marginal | The treatment schedule change was documented; housing remains the larger unresolved dependency |
| Housing stability | 2 Poor | Safe-house placement remains time-limited and successor housing unresolved |
| Caregiver functioning | 5 Good | Janice acted protectively, gathered proof, and kept contacts despite conflicting demands |
| Voice and choice | 4 Fair | Preferred safe contact and consent were documented, though proof choices remained constrained |
Scale 1–6: 1 = Adverse · 2 = Poor · 3 = Marginal · 4 = Fair · 5 = Good · 6 = Optimal. Acceptable threshold: 4.
The status table scores Janice's lived condition during the review window. The authorized eligibility result and any interruption or restoration are recorded separately.
Practice Performance
Practice was strongest where a named person stayed with the task and weakest at the handoffs between receipt, match, acceptance, and closure — and weakest of all at the determination that sat upstream of both programs. Acceptable on 3 of 8 indicators (38%).
Synthetic practice table for Janice: restoration support strong, identification and continuity planning fair, exemption screening and teaming marginal, and documentation and verification poor.
Practice performance — Janice focus case
| Indicator | Score | Rationale |
|---|---|---|
| Affected-status identification | 4 Fair | SNAP applicability and possible Medicaid exemptions were separated January 8, after two earlier contacts |
| Accessible explanation | 3 Marginal | One worker reconciled the notices; no single written explanation showed both program tracks |
| Exemption screening | 3 Marginal | Child-exemption and medically-frail questions were screened without promising an outcome, but the unfit-for-work question that governs both programs was never raised |
| Documentation and verification | 2 Poor | Provider evidence was submitted January 16, but receipt and acceptance were not distinguished before action |
| Cross-program teaming | 3 Marginal | Behavioral health and Customer Relations coordinated; benefit and CPS deadlines were not in one shared view |
| Behavioral-health continuity planning | 4 Fair | Provider rescheduled rather than closing after coverage uncertainty |
| Review and restoration support | 5 Good | Assisted review restored SNAP February 5 and Medicaid February 8 |
| Completed alternative connections | 3 Marginal | Food and medical-navigation help reached service received; workforce option was offered but not pursued |
Scale 1–6: 1 = Adverse · 2 = Poor · 3 = Marginal · 4 = Fair · 5 = Good · 6 = Optimal. Acceptable threshold: 4.
Overall pattern analysis
Across the 12-case round, identifying the affected cohort was necessary but not sufficient. Eleven cases had an affected-status field by the review close, nine had proof available, eight had at least one submission, and six had confirmed acceptance. The falloff occurred between each administrative state.
Synthetic outcome chain for twelve QSR cases showing eleven identified, nine with proof available, eight submitted, six accepted, and five of nine offered alternatives reaching service received.
respectful direct practice, the habit of screening exemptions without promising an outcome, and staff who stayed through restoration.
accessible written explanation, shared deadlines, and continuity plans that begin before closure.
the proof-state vocabulary, the alternative-service loop, and — first — the habit of settling the SNAP work-requirement question before anything downstream of it. “Uploaded,” “received,” “matched,” and “accepted” were used interchangeably in 7 of 12 cases.
The three outcome strata are not rates. Four cases in each stratum were selected by design. The chain counts above describe performance inside this constructed review round only.
Case vignette
Janice post-HR1 focus case tile with the synthetic timeline of two notices, short SNAP and Medicaid gaps, restoration, and alternative services received.
Janice Brown (post-HR1)
Focus case in the lapse-then-restored stratum; SNAP and Medicaid proof moved through different systems while treatment and a CPS service plan remained active.
Goal: Keep food, treatment, safety, housing work, and reunification moving while eligibility is determined
Janice opened two notices in September 2026, but the first combined explanation came January 8. Staff correctly treated SNAP applicability as distinct from the Medicaid questions, but nobody asked whether she was unfit for work. That determination would have lifted the SNAP time limit, and it would also have ended her exclusion from the Medicaid requirement. A provider document was requested January 12 and resubmitted with assistance January 16 after a failed upload. The record showed receipt January 18; it did not show a successful match before SNAP closed January 22 for unverified information — not for the time limit, which is why producing the evidence could restore it. Food help moved from offered to contacted to intake and groceries received by January 24. SNAP was restored February 5.
Her Medicaid renewal packet was submitted January 28. Coverage displayed a February 1–7 gap while exemption evidence remained under review, then was restored February 8. A behavioral-health visit was rescheduled, and the provider documented the continuity issue to CPS. This is a possible coverage → treatment → service-plan cascade, not a universal or proven causal chain. In this case, active staff coordination limited the observed consequence to a scheduling interruption; housing remained the larger barrier.
Janice says she can do the appointments but not all at once, and each appointment now waits for another appointment's paper.
I can do the appointments. I cannot do them all at once. Now every appointment has a paper that another appointment is waiting for.
Paired-reviewer interview after restoration
Reviewers credited earlier identification, assisted submission, treatment-continuity coordination, and persistence through restoration and alternative-service receipt.
Practice Improvement Plan
Five-item synthetic practice improvement plan with owners and metrics for proof status, exemption ownership, care continuity, referral completion, and shared deadlines.
| Finding | Recommendation | Owner | Evidence · metric |
|---|---|---|---|
| The record had no shared definition of proof status | Adopt four explicit proof states with timestamp and receiving-system confirmation | Benefits operations and data governance | Uploaded, received, matched, and accepted conflated in 7 of 12 cases Proof items with distinct submitted, received, matched, and accepted states |
| Possible exemptions were screened but evidence ownership drifted | Add evidence source, consent, owner, due date, and sufficiency decision to the reusable HR1 screen | Benefits policy lead | Five of six screened cases lacked one named documentation owner Possible exemptions with a named evidence owner |
| Coverage continuity depended on informal provider persistence | Start a coverage-continuity plan at risk identification, before a closure date | Behavioral-health access lead | Janice's visit rescheduled; two other cases recorded treatment interruption At-risk clients with a documented continuity plan before action |
| Alternative referrals were counted too early | Report every rung and return unresolved connections to an owner | DCHS referral network lead | Nine offers, seven contacts, six enrollments, five services received Offered → contacted → enrolled → received conversion by pathway |
| The full deadline set was visible only to the client | Pilot a consented shared deadline view with client-selected contact rules | Cross-program operations group | Benefits, provider, behavioral-health, and CPS dates stored separately in the focus case At-risk cases with one current deadline view |
The plan addresses avoidable administrative and service failures through clear ownership, timely evidence handling, continuity planning, and completed connections.
Limitations & quality self-check
- No prevalence estimate. The 4/4/4 outcome distribution was imposed by the sampling design. No percentage from this round should be generalized to the caseload.
- Case-based judgment. Scores support structured learning, not psychometric measurement. Interview statements were triangulated but not treated as verified facts merely because they were said.
- Selection and consent. People without safe contact, those who declined record review, and those not identified as affected are absent.
- Causation remains limited. The review can trace sequence and documented consequences, but it cannot prove that a coverage gap caused a treatment or CPS outcome.
- Eligibility decisions recorded separately. Reviewers evaluated explanation, verification workflow, continuity, and alternatives alongside the determination itself, which DCHS makes under rules it does not set.
- Unknowns preserved, unresolved. “Whether Janice is physically or mentally unfit for employment under SNAP rules.” “Whether her behavioral-health circumstances would meet the medically-frail exception if SNAP ends, and what evidence is accepted.” Those determinations require eligibility review and evidence, not reviewer inference.
- Quality checks. Paired reviewers; evidence trail; stratum disclosure; case counts not presented as rates; offered, contacted, enrolled, and service received kept separate; all fabricated values marked.