AlltechUp.com

- Calculate correlation coefficients. - Identify positive and negative relationships. - Compare relationship strength. - Examine scatter patterns. - Identify potential nonlinear relationships or influential outliers. - Create a correlation matrix or other appropriate visualization. Explain the practical meaning of the strongest relationships. Explicitly distinguish correlation from causation. Do not claim that one variable causes another unless the dataset and study design provide adequate evidence. Flag relationships that may be misleading because of small sample size, missing data, outliers, aggregation, or confounding factors. . . . . #Prompt - 10 Root-Cause & Diagnostic Analysis Act as a senior diagnostic data analyst. Examine the uploaded Excel file to investigate the factors associated with important positive or negative outcomes. First identify significant problems, unexpected changes, performance gaps, spikes, declines, or anomalies. For each important issue: 1. Define exactly what changed. 2. Identify when and where it occurred. 3. Break the result down by relevant dimensions. 4. Compare affected and unaffected groups or periods. 5. Test plausible explanations using available data. 6. Identify variables most strongly associated with the outcome. 7. Separate confirmed findings from plausible hypotheses. 8. Identify additional data needed to establish causes more confidently. Do not present association as proven causation. Finish with prioritized findings and practical actions based on the strongest available evidence. . . . . #Prompt - 11 Forecasting & Predictive Analysis Act as a senior forecasting and predictive analytics specialist. Analyze the uploaded Excel file and determine whether the available historical data is sufficient for responsible forecasting. If appropriate, forecast relevant metrics such as sales, revenue, demand, expenses, inventory requirements, customer volume, or other measurable outcomes. Before forecasting: - Check data completeness. - Determine the historical period available. - Identify trends and seasonality. - Detect structural breaks and unusual events. - Select a forecasting approach appropriate to the data. Produce forecasts for reasonable future periods and clearly state assumptions. Where possible, provide prediction or confidence intervals rather than only point estimates. Explain the main factors affecting forecast reliability and distinguish forecasts from guaranteed future outcomes. . . . . #Prompt - 12 KPI & Performance Analysis Act as a senior performance-management and business intelligence analyst. Analyze the uploaded Excel file and identify the KPIs that can be validly calculated from the available data. For each KPI: - Define the metric. - Show how it is calculated. - Report the current value. - Compare it across relevant periods or categories. - Compare it with a target or benchmark if one exists in the data. - Identify improvement or deterioration. - Explain its practical significance. Organize the KPIs into logical categories such as financial, sales, operational, customer, productivity, or quality metrics where appropriate. Create a management-ready KPI dashboard summary and identify the areas requiring the most attention. Do not invent targets or benchmarks that are not provided. . . . . #Prompt - 13 Inventory & Stock Analysis Act as a senior inventory and supply-chain analyst. Analyze the uploaded Excel file to assess inventory performance. Where the necessary data exists, evaluate: - Current stock levels - Stock movement - Fast-moving items - Slow-moving items - Non-moving/dead stock - Stock-outs - Overstocking - Inventory turnover - Days of inventory - Reorder requirements - Supplier lead times - Demand patterns - Inventory value Identify products that may require urgent replenishment and products with potentially excessive stock. Where sufficient demand and lead-time information exists, estimate appropriate reorder points and explain the assumptions.

Do not declare one category “best” solely because of a single metric; explain the metrics and trade-offs separately. . . . . #Prompt - 5 Variance: Actual vs Budget/Target Analysis Act as a financial and performance analyst. Analyze the uploaded Excel file for differences between actual results and budgets, plans, forecasts, benchmarks, or targets wherever those fields exist. Calculate: Variance = Actual − Target and, where mathematically appropriate: Variance % = (Actual − Target) / Target × 100 Analyze favorable and unfavorable variances by relevant period, department, branch, product, project, or other category. Identify the largest gaps, recurring underperformance or overperformance, and possible drivers supported by the data. Clearly explain cases where percentage variance cannot be meaningfully calculated, such as a zero target. Conclude with the most important management implications and data-supported corrective actions. . . . . #Prompt - 6 Sales & Revenue Analysis (የሽያጭ እና ገቢ ትንተና) Act as a senior sales and revenue analyst. Analyze the uploaded Excel file to evaluate sales performance comprehensively. Where the necessary fields exist, analyze: - Total sales and revenue - Sales volume - Revenue growth - Average transaction/order value - Product or service performance - Customer performance - Branch or geographic performance - Salesperson or team performance - Monthly, quarterly, and annual trends - High- and low-performing segments - Concentration of revenue - Discounts and their relationship with sales - Returns or cancellations Identify the strongest opportunities, weaknesses, and unusual changes. Create an executive sales dashboard-style summary with key KPIs, tables, charts, findings, and actionable recommendations. Use only metrics supported by the uploaded data. . . . . #Prompt - 7 Financial Performance Analysis (የፋይናንስ አፈጻጸም ትንተና) Act as a senior financial analyst. Examine the uploaded Excel workbook and identify all available financial variables. Where supported by the dataset, analyze revenue, expenses, gross profit, operating profit, net profit, margins, cash inflows and outflows, budgets, cost categories, growth rates, and financial variances. Calculate relevant financial KPIs only when the required inputs are available. Identify: - Major revenue sources - Major cost drivers - Changes in profitability - Unusual expenses - Margin deterioration or improvement - Significant financial trends - Budget versus actual differences - Areas of potential financial risk Present calculations transparently and explain the business meaning of each major finding. Do not infer accounting classifications that cannot be established from the workbook. . . . . #Prompt - 8 Customer Analysis & Segmentation Act as a senior customer analytics and segmentation specialist. Analyze the uploaded Excel dataset to understand customer behavior and customer value. Where supported by available fields, analyze customers by: - Purchase frequency - Total spending - Average purchase value - Recency of purchase - Product/service preference - Geographic location - Customer type - Acquisition channel - Repeat purchasing - Retention or churn indicators Create meaningful customer segments based on observed data rather than arbitrary labels. Identify high-value, frequent, inactive, declining, new, and potentially at-risk customer groups where the evidence supports those classifications. Explain the characteristics and business significance of each segment and recommend appropriate actions. Do not infer sensitive personal characteristics that are not explicitly present and relevant to the analysis. . . . . #Prompt - 9 Correlation & Relationship Analysis Act as a professional statistical analyst. Analyze the uploaded Excel file to identify meaningful relationships among variables. Select variables for which correlation or other relationship analysis is statistically appropriate. Where appropriate:

#Prompt 1 Comprehensive Excel Data Analysis Act as a senior data analyst and business intelligence specialist. Analyze the uploaded Excel file comprehensively. First, inspect all worksheets, column names, data types, date ranges, units, categories, and relationships between sheets. Identify missing values, duplicates, inconsistent formats, invalid entries, unusual values, and other data-quality issues before beginning the main analysis. Then: 1. Summarize the structure and contents of the dataset. 2. Calculate the most relevant descriptive statistics and KPIs. 3. Identify important patterns, trends, distributions, and relationships. 4. Compare meaningful categories, periods, locations, products, departments, or other segments available in the data. 5. Identify significant increases, decreases, gaps, anomalies, and outliers. 6. Investigate possible drivers behind important results where the data supports such analysis. 7. Highlight the most important findings and explain their practical significance. 8. Create appropriate tables and charts where they improve understanding. 9. Provide actionable recommendations supported by the data. 10. Finish with a concise executive summary. Do not invent missing information or assume facts that are not contained in the uploaded file. Clearly distinguish observed facts from interpretations and hypotheses. If the dataset does not support a requested conclusion, state that limitation explicitly. . . . . #Prompt - 2 Descriptive & Statistical Analysis Act as a professional statistical data analyst. Analyze the uploaded Excel dataset and produce a rigorous descriptive and statistical analysis. Identify numerical and categorical variables and calculate relevant measures such as count, total, mean, median, minimum, maximum, range, percentage, frequency, standard deviation, and quartiles where appropriate. Analyze distributions and category frequencies, identify missing data and unusual observations, and highlight important statistical patterns. Present the most useful results in clearly labeled tables and charts. Explain each major result in plain language and identify what it means in the context of the dataset. Do not calculate or report statistics that are inappropriate for the variable type. Do not fabricate missing values or unsupported conclusions. . . . . #Prompt - 3 Trend & Time-Series Analysis Act as a senior time-series and trend analyst. Analyze the uploaded Excel file with particular attention to changes over time. Identify all relevant date or time fields and determine the appropriate daily, weekly, monthly, quarterly, or annual periods. Analyze: - Overall trends - Growth and decline rates - Period-over-period changes - Seasonal or recurring patterns - Peaks and troughs - Turning points - Unusual changes - Long-term versus short-term movements Compare relevant periods such as month-over-month, quarter-over-quarter, or year-over-year where the available data supports the comparison. Create appropriate trend charts and summary tables. Explain the strongest trends, possible data-supported drivers, and their practical implications. Do not treat correlation or simultaneous movement as proof of causation. . . . . #Prompt - 4 Comparative Analysis Act as a senior comparative data analyst. Analyze the uploaded Excel file and identify the most meaningful dimensions that can be compared. Compare relevant products, services, branches, departments, regions, customer groups, periods, projects, employees, or other categories present in the dataset. For each meaningful comparison: - Calculate absolute differences. - Calculate percentage differences where appropriate. - Compare averages, totals, rates, and relevant KPIs. - Identify consistently high and low values. - Highlight significant gaps and changes. - Explain which variables appear to contribute to the differences. Present the comparisons using concise tables and appropriate charts.

15 Professional AI Prompts for Excel Data Analysis ( የExcel ዳታ ትንተና የሚጠቅሙ 15 ሙያዊ የAI Prompts) Excel Fileን ለAI Upload ማድረግ የተሰጠው ዳታ ብቻ መጠቀም፣ የዳታ ጥራትን መፈተሽ፣ ተጨባጭ መረጃ ላይ ተመስርቶ መተንተን እና ሊተገበሩ የሚችሉ መፍትሄዎችን ለመስጠት ያስችለዋል። Upload የሚደረግ Excel Fileን በጥልቀት እና በስፋት መተንተን የሚያስችሉ 15 ማስተር AI Prompts ተዘጋጅተዋል። Sales, Finance, Customer, Forecasting, KPI, Inventory የመሳሰሉ የExcel ዳታዎችን specialized ትንተና መስራት የሚያስችሉ ናቸው።

እነዚህን Prompts በቀጥታ ሊጠቀሙ የሚችሉት ፖሊሲን ጨምሮ በሁሉም ዘርፍ የተሰማሩ Data Analysts, Accountants/Finance Professionals, M&E/MEAL Professionals, Managers, Business Owners, Sales & Marketing Professionals, Researchers, Project Managers, HR Professionals, Supply Chain/Inventory Professionals እና ሌሎችም የExcel ዳታ የሚተነትኑ ፕሮፌሽናል ባለሙያዎች ናቸው። ዋነኛ ፋይዳቸውም በExcel የተዘጋጀ ጥሬ ዳታን → ወደ ግልጽ ትንተና → ወደ Insight → ወደ ውሳኔ/መፍትሄ መቀየር ነው። 👇👇

KEY FINDINGS DETAILED EVIDENCE SYNTHESIS GUIDELINE COMPARISON CONFLICTING EVIDENCE CRITICAL APPRAISAL CLINICAL IMPLICATIONS LIMITATIONS EVIDENCE GAPS CONCLUSION SOURCE-BY-SOURCE REFERENCES End with three clearly separated statements: WHAT THE EVIDENCE SUPPORTS: [Supported conclusions] WHAT THE EVIDENCE DOES NOT ESTABLISH: [Unsupported or uncertain conclusions]

- Investigations - Treatment - Medication changes - Monitoring - Referral - Patient education - Follow-up SAFETY CHECK Before finalizing, compare the generated note against the source and identify: MISSING INFORMATION: Information required for completeness but not present in the source. POTENTIAL DISCREPANCIES: Contradictions, unclear statements, ambiguous medication information, uncertain dates, or other issues requiring clinician verification. Do not silently resolve ambiguities. Finish with a clean CLINICIAN-READY NOTE followed by a short VERIFY BEFORE SIGNING section containing only items that genuinely require human verification. The clinician remains responsible for reviewing, correcting, and signing the final medical record. . . . 5. NotebookLM (Medical Literature & Guideline Analysis Master Prompt) Act as a senior medical researcher, evidence-synthesis specialist, and critical appraisal assistant. Use ONLY the sources contained in this Notebook unless I explicitly authorize external research. RESEARCH QUESTION: [Insert question] OBJECTIVE: Analyze the uploaded medical literature, guidelines, systematic reviews, clinical studies, reports, or educational materials and produce a rigorous source-grounded synthesis. SOURCE DISCIPLINE: Every substantive medical claim must be traceable to the provided sources. Do not: - Invent references - Introduce unsupported external medical knowledge as though it came from the sources - Merge contradictory findings into a false consensus - Treat observational evidence as proof of causality - Treat surrogate outcomes as equivalent to patient-important outcomes without qualification If the sources do not answer a question, explicitly state: "The provided sources do not establish this." ANALYSIS FRAMEWORK: 1. RESEARCH QUESTION Convert my question into PICO/PICOTS when appropriate: Population: Intervention/exposure: Comparator: Outcome: Timing: Setting: 2. SOURCE MAP Create a structured overview containing: - Source - Publication year - Study/document type - Population - Sample size, if applicable - Intervention/exposure - Comparator - Primary outcome - Follow-up - Major finding 3. EVIDENCE HIERARCHY Classify sources by design, such as: - Clinical guideline - Systematic review/meta-analysis - Randomized controlled trial - Cohort study - Case-control study - Cross-sectional study - Case series/report - Narrative review - Expert opinion Do not assume methodological quality solely from study type. 4. CRITICAL APPRAISAL For major studies evaluate: - Study design - Selection bias - Measurement bias - Confounding - Randomization - Blinding - Attrition - Statistical precision - Outcome relevance - External validity - Funding/conflict-of-interest concerns when reported 5. RESULTS SYNTHESIS Identify: - Findings consistently supported across sources - Findings supported by only limited evidence - Conflicting findings - Areas with insufficient evidence Where numerical data are available, preserve the original measure correctly: - RR - OR - HR - ARR/ARI - NNT/NNH - Sensitivity/specificity - Confidence intervals - p-values Do not convert measures incorrectly. 6. GUIDELINE COMPARISON When multiple guidelines are included, compare: - Recommended intervention - Patient eligibility - Diagnostic thresholds - Treatment thresholds - Contraindications - Monitoring - Follow-up - Strength/certainty of recommendation Explain important disagreements rather than hiding them. 7. CLINICAL APPLICABILITY Discuss: - Which patients the evidence applies to - Important exclusions - Generalizability limitations - Whether evidence directly addresses the clinical question 8. EVIDENCE GAPS Identify unanswered questions, inconsistent results, underrepresented populations, methodological weaknesses, and areas requiring further research. 9. SOURCE VERIFICATION Attach source citations to important statements and, when supported by NotebookLM, direct the reader to the relevant passage/source. FINAL OUTPUT: EXECUTIVE SUMMARY RESEARCH QUESTION / PICO SOURCE OVERVIEW

1. Most plausible diagnoses 2. Important alternative diagnoses 3. Must-not-miss diagnoses 4. Less common diagnoses worth considering only if specific findings emerge For every major diagnosis provide: Diagnosis: Supporting evidence: Evidence against: Missing discriminating information: Best next test(s): Findings that would substantially increase probability: Findings that would substantially decrease probability: Avoid artificial numerical probabilities unless reliable patient-specific evidence supports them. D. COGNITIVE BIAS CHECK Explicitly assess the reasoning for: - Anchoring - Premature closure - Confirmation bias - Availability bias - Search satisficing Ask whether one diagnosis is being favored without sufficient evidence. E. DIAGNOSTIC PLAN Recommend the smallest clinically appropriate set of investigations capable of distinguishing the leading diagnoses. For each investigation state: - Why it is indicated - What question it answers - How positive/negative findings would change the differential Avoid indiscriminate testing. F. MANAGEMENT CONSIDERATIONS Provide management considerations appropriate to the level of diagnostic certainty. Separate: - Immediate stabilization if necessary - Treatment that can reasonably begin before definitive diagnosis - Treatment that should wait for confirmation - Monitoring - Referral/consultation - Follow-up G. SAFETY NET Identify: - Red flags - Deterioration indicators - Emergency escalation criteria - Important diagnoses that remain incompletely excluded H. EVIDENCE Support important diagnostic or management recommendations with current guidelines or high-quality references when available. Do not fabricate citations. FINAL OUTPUT: PROBLEM REPRESENTATION: KEY FINDINGS: LEADING DIFFERENTIAL: 1. 2. 3. MUST-NOT-MISS: DIAGNOSTIC PLAN: MANAGEMENT CONSIDERATIONS: RED FLAGS: COGNITIVE BIAS CHECK: UNCERTAINTIES / MISSING INFORMATION: EVIDENCE: Keep the analysis clinically disciplined. Clearly distinguish observed facts, interpretation, differential diagnosis, and recommendations. . . . . 4. Microsoft Dragon Copilot (Clinical Documentation Master Prompt) Act as an expert clinical documentation assistant. Convert the supplied clinical encounter information into accurate, concise, professional medical documentation while preserving the clinician's intended meaning. ENCOUNTER INFORMATION: [Insert dictated encounter/transcript/clinical notes] DOCUMENT TYPE: [SOAP note / Progress note / Consultation / Admission note / Discharge summary / Procedure note / Referral letter / Other] SPECIALTY: [Insert specialty] DOCUMENTATION PRINCIPLES: 1. Use only information explicitly documented or dictated. 2. Never fabricate examination findings, diagnoses, test results, medications, procedures, dates, or patient statements. 3. Do not convert uncertainty into certainty. 4. Preserve clinically meaningful negatives. 5. Remove conversational repetition and irrelevant dialogue. 6. Use standard professional medical terminology. 7. Keep documentation concise while preserving clinically significant information. 8. Maintain chronological accuracy. 9. Clearly distinguish history from objective findings. 10. Preserve diagnostic uncertainty using wording such as "possible," "suspected," or "consistent with" when appropriate. Generate: CHIEF COMPLAINT HISTORY OF PRESENT ILLNESS Organize symptoms chronologically, including relevant: - Onset - Duration - Location - Character - Severity - Associated symptoms - Aggravating/relieving factors - Relevant previous treatment RELEVANT HISTORY - Medical - Surgical - Medication - Allergy - Family - Social Include only categories supported by the source. VITAL SIGNS PHYSICAL EXAMINATION INVESTIGATIONS Separate: - Laboratory - Imaging - Other diagnostics ASSESSMENT List clinical problems separately. For each problem, distinguish documented diagnosis from suspected diagnosis. PLAN Organize by problem and include only documented or clearly clinician-directed:

CASE: [Insert case] AVAILABLE INFORMATION: - Age: - Sex: - Chief complaint: - History of present illness: - Relevant past medical/surgical history: - Medications: - Allergies: - Family/social history: - Vital signs: - Physical examination: - Laboratory results: - Imaging: - Other investigations: Do not assume information that has not been provided. Use the following clinical reasoning framework: 1. PROBLEM REPRESENTATION Summarize the case in one concise clinical statement incorporating the most discriminating features. 2. PROBLEM LIST Identify active clinical problems and relevant chronic conditions. Separate: - Immediate/urgent problems - Diagnostic problems - Chronic/background problems 3. DIFFERENTIAL DIAGNOSIS Construct a prioritized differential diagnosis. For each important diagnosis provide: - Findings supporting it - Findings arguing against it - Missing information needed to evaluate it - Important risk factors - Appropriate confirmatory/exclusion testing Do not use prevalence alone to dismiss a dangerous diagnosis. 4. MUST-NOT-MISS CONDITIONS Identify dangerous diagnoses that require urgent consideration even if they are not the most likely. Explain which findings would increase or decrease concern. 5. DIAGNOSTIC STRATEGY Recommend a stepwise diagnostic approach. Separate: - Tests needed immediately - Tests indicated subsequently - Tests appropriate only under particular circumstances - Tests unlikely to add meaningful value Explain how important results would change management. 6. MANAGEMENT For each major problem, summarize evidence-supported management options. Where appropriate address: - Stabilization - Non-pharmacological treatment - Pharmacological treatment - Monitoring - Specialist consultation - Admission versus outpatient considerations - Follow-up For medications, verify indication, contraindications, major interactions, renal/hepatic considerations and relevant monitoring before presenting dosing information. 7. RED FLAGS Explicitly identify findings requiring: - Emergency intervention - Urgent referral - Hospital admission - Specialist consultation - Escalation of monitoring 8. GUIDELINE BASIS Link important recommendations to current authoritative guidelines or high-quality medical references when available. 9. UNCERTAINTY CHECK Identify what cannot be concluded from the available information. Never fabricate missing findings. OUTPUT FORMAT: CLINICAL SUMMARY PROBLEM LIST DIFFERENTIAL DIAGNOSIS 1. 2. 3. MUST-NOT-MISS DIAGNOSES RECOMMENDED INVESTIGATIONS MANAGEMENT CONSIDERATIONS RED FLAGS / ESCALATION CRITERIA FOLLOW-UP & MONITORING EVIDENCE / GUIDELINES MISSING INFORMATION THAT COULD CHANGE THE ASSESSMENT CLINICAL PEARLS Maintain a conservative clinical standard. The objective is to augment professional reasoning, not replace examination, local protocols, specialist consultation, or clinician judgment. . . . . 3. Glass Health (Differential Diagnosis & Clinical Reasoning Master Prompt ) Act as a consultant-level clinical reasoning assistant. Your primary objective is to develop a rigorous differential diagnosis and diagnostic strategy from the clinical information supplied, while avoiding premature closure, unsupported assumptions, and unnecessary testing. PATIENT CASE: [Insert de-identified clinical case] Analyze the case in the following sequence. A. CLINICAL REPRESENTATION Transform the case into a concise problem representation using relevant semantic qualifiers such as: - Acute vs chronic - Localized vs systemic - Progressive vs stable - Painful vs painless - Inflammatory vs non-inflammatory - Focal vs diffuse Do not add findings that were not provided. B. KEY DISCRIMINATING FEATURES Identify: - Major positive findings - Pertinent negatives - Risk factors - Temporal pattern - Epidemiological/exposure clues - Medication-related clues - Laboratory/imaging clues Explain why each important feature matters diagnostically. C. DIFFERENTIAL DIAGNOSIS Organize the differential into:

ከላይ ለጤና ባለሙያዎች የተጠቀሱት 5 የAi መተግበሪያዎች የተዘጋጁት ለሐኪሞች፣ ነርሶች፣ ፋርማሲስቶች፣ የራዲዮሎጂ ባለሙያዎች፣ የሕክምና ተመራማሪዎች እና ሌሎች ብቃት ላላቸው የጤና ባለሙያዎች ነው። ይሁንና መተግበሪያዎቹን በአግባቡ መጠየቅም የተሻለ ውጤት ለማግኘት ወሳኝ በመሆኑ ከዚህ በታች ለእያንዳንዱን የAi መተግበሪያ ምርጥ የሚባሉ ናሙና #Prompt ሰፍረዋል። እነዚህ Master Prompts አንድን ተመሳሳይ Prompt አምስት ጊዜ የሚደጋግሙ አይደሉም፤ ይልቅስ የእያንዳንዱን AI መተግበሪያ ልዩ ብቃትና ዋና የአጠቃቀም ዓላማ መሠረት በማድረግ የተለያየ አወቃቀር እና የትንተና አቀራረብ እንዲኖራቸው ተደርገው የተዘጋጁ ናቸው። 1. OpenEvidence (Evidence-Based Clinical Research Master Prompt) Act as an evidence-based clinical research assistant supporting a qualified healthcare professional. Your task is to answer the clinical question I provide using the highest-quality and most current medical evidence available. CLINICAL QUESTION / CASE: [Insert clinical question or de-identified case] PATIENT CONTEXT, IF RELEVANT: - Age: - Sex: - Presenting complaint: - Duration: - Relevant history: - Comorbidities: - Current medications: - Allergies: - Examination findings: - Laboratory findings: - Imaging: - Previous treatment: - Pregnancy status, if relevant: - Other important clinical factors: EVIDENCE HIERARCHY: Prioritize, where available: 1. Current authoritative clinical guidelines 2. Systematic reviews and meta-analyses 3. High-quality randomized controlled trials 4. Large prospective or observational studies 5. Major peer-reviewed reviews 6. Expert consensus when stronger evidence is unavailable Give greater weight to recent, methodologically strong evidence while identifying older landmark evidence when clinically important. ANALYSIS REQUIREMENTS: 1. CLINICAL BOTTOM LINE Provide a concise answer to the clinical question before the detailed analysis. 2. EVIDENCE SUMMARY Summarize the most relevant evidence, including: - Study/guideline - Population - Intervention/exposure - Comparator - Major outcomes - Effect size where available - Important limitations Use absolute risks, NNT/NNH, confidence intervals, sensitivity/specificity, likelihood ratios, or other clinically meaningful statistics when available and relevant. 3. GUIDELINE COMPARISON If multiple major guidelines address the question, compare their recommendations and identify meaningful differences. 4. PATIENT APPLICABILITY Explain how well the evidence applies to the patient described. Identify important differences between the evidence population and this patient. 5. BENEFIT–RISK ASSESSMENT Discuss expected benefits, important adverse effects, contraindications, interactions, monitoring requirements, and relevant patient-specific risk factors. 6. UNCERTAINTY Clearly distinguish: - Strong evidence - Moderate/limited evidence - Expert consensus - Areas where evidence is conflicting or insufficient Do not present association as causation. 7. CLINICAL IMPLICATIONS Explain reasonable evidence-supported clinical options without pretending that the AI is replacing professional clinical judgment. 8. REFERENCES Provide traceable citations for important claims. Prefer original guidelines and primary literature. Include DOI, PMID, or official source links when available. SAFETY RULES: - Never invent a study, citation, guideline, statistic, drug dose, laboratory value, or clinical finding. - Explicitly state when reliable evidence cannot be located. - Do not assume missing patient information. - Flag information that could materially alter management. - Identify emergencies or red-flag findings when supported by the case. - Distinguish established recommendations from emerging evidence. Finish with: CLINICAL BOTTOM LINE: [2–5 sentence synthesis] KEY EVIDENCE: [Most important evidence] IMPORTANT UNCERTAINTIES: [What remains uncertain] INFORMATION THAT COULD CHANGE MANAGEMENT: [Missing clinical information, investigations, or contextual factors] . . . . 2. AMBOSS AI Mode — Clinical Decision-Support Master Prompt Act as a senior clinical decision-support assistant working with a qualified healthcare professional. Analyze the following de-identified clinical case systematically and provide a clinically rigorous, evidence-informed assessment.

ለሕክምና እና ጤና ባለሙያዎች በማስረጃ ፍለጋ፣ በክሊኒካዊ አስተሳሰብና ውሳኔ፣ በሕክምና ሰነድ ዝግጅት እና በምርምር ሥራ ጎልተው ከሚጠቀሱት መካከል 5ቱ ምርጥ AI መተግበሪያዎች 👇👇 1. OpenEvidence በማስረጃ ላይ ለተመሠረቱ ክሊኒካዊ ጥያቄዎችና በሕክምና ጥናቶች የተደገፉ መልሶች በመስጠት ጠንካራ የሕክምና AI መሣሪያ ነው። OpenEvidence ከNEJM፣ JAMA/JAMA Network፣ NCCN፣ Nature፣ Cochrane እና ከሌሎች ዋና ዋና የሕክምና አሳታሚዎችና ድርጅቶች ጋር ይፋዊ ትብብሮች ያሉት ሲሆን የእነዚህ አጋሮች መረጃዎችን በመተግበሪያው ማግኘትና መጠቀም ይቻላል። የነጻ አገልግሎት — የጤና ባለሙያዎች መሆናቸውን ለሚያረጋግጡ ነጻ መዳረሻ ይሰጣል፤ ተደራሽነቱ እንደ አገርና የባለሙያ ማረጋገጫ ይለያያል። የክፍያ — የተቋማት/ድርጅቶች አገልግሎት እና ሌሎች የንግድ አማራጮች ዋጋ እንደ ስምምነቱ ይወሰናል። 🌐 ይፋዊ ድረ-ገጽ፦ https://www.openevidence.com/ 2. AMBOSS AI Mode — ለክሊኒካዊ ውሳኔ ድጋፍ፣ ለሕክምና ዕውቀት እና ትምህርት በጣም ተመራጭ ነው። ምንጫቸው ሊረጋገጥ የሚችል መልሶችን ይሰጣል፤ የተጣራ የሕክምና ዕውቀት፣ የመድኃኒት መረጃዎች እና የተመረጡ Clinical Guidelines ይጠቀማል። የነጻ አገልግሎት — የ5 ቀን Free Trial አለው። የክፍያ — ለClinicians ወርሃዊ $29.99፤ ዓመታዊ ሲከፈል $21.58/ወር። የዘርፉ ተማሪዎች መሆናቸውን ለሚያረጋግጡ ከዚህ ያነሰ ዋጋ አለው። 🌐 ይፋዊ ድረ-ገጽ፦ https://www.amboss.com/ 3. Glass Health በተለይም ለDifferential Diagnosis፣ Clinical Reasoning፣ የሕክምና ዕቅድ እና የሕክምና ሰነድ ዝግጅት ጠቃሚ ነው። ለክሊኒካዊ ባለሙያዎች የተዘጋጀው አገልግሎቱ Clinical Decision Support እና Ambient Scribing ያካትታል። የነጻ አገልግሎት — Lite — $0፤ ውስን Clinical Decision Support እና Ambient Scribing ይሰጣል። የክፍያ — Starter $20/ወር፣ Pro $90/ወር፣ Max $200/ወር። 🌐 ይፋዊ ድረ-ገጽ፦ https://glass.health/ 4. Microsoft Dragon Copilot ይህ መተግበሪያ በማይክሮሶፍት የተሰራ ሲሆን ለክሊኒካዊ ሰነድ ዝግጅት (Clinical Documentation) እና የሥራ ሂደት አውቶሜሽን (Workflow Automation) ጠንካራ አማራጭ ነው። የሐኪምና የታካሚ ውይይትን በመቅረጽ የክሊኒካዊ ሰነድ ረቂቅ ማዘጋጀት፣ መረጃ ማጠቃለልና የጤና ባለሙያዎችን የሥራ ሂደት መደገፍ ይችላል። የነጻ አገልግሎት — ለግለሰብ ባለሙያዎች ቋሚ የFree Plan ዋጋ አልተገለጸም ተደራሽነቱ በተቋምና በፈቃድ (licensing) ይወሰናል። የክፍያ — የDragon Copilot ዋጋ በፈቃድ፣ በተቋም፣ በኮንትራት እና በገበያ መሠረት ይለያያል፤ Microsoft የተለያዩ licensing options ያቀርባል። 🌐 ይፋዊ ድረ-ገጽ፦ https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot 5. Google NotebookLM — የሕክምና ባለሙያዎች በሚያስገቧቸው ምንጮች፣ ለምሳሌ የምርምር ጽሑፎች፣ የሕክምና መመሪያዎች፣ የትምህርት ማቴሪያሎችና ሌሎች ሰነዶች ላይ ለሚደረግ የሕክምና ምርምርና ጥናት ጠቃሚ ነው። በቀጥታ Clinical Decision Support System ሳይሆን በዋናነት የምርምር፣ የመረጃ ትንተናና የመማሪያ AI መተግበሪያ ነው። የነጻ አገልግሎት — NotebookLM Standard በGoogle Account ነጻ መጠቀም ይቻላል፤ የአጠቃቀም ገደቦች አሉት። የክፍያ — ከፍተኛ የአጠቃቀም ገደብና ተጨማሪ ባህሪያት የሚሰጡ የGoogle AI/NotebookLM የክፍያ ዕቅዶች አሉት፤ ዋጋቸው እንደ አገር እና ዕቅድ ይለያያል። 🌐 ይፋዊ ድረ-ገጽ፦ https://notebooklm.google.com/ #ማጠቃለያ 🔬 ለክሊኒካዊ ማስረጃና የሕክምና ጥናት → OpenEvidence / AMBOSS 🩺 ለልዩነታዊ ምርመራና ክሊኒካዊ አስተሳሰብ → Glass Health 📝 ለክሊኒካዊ ሰነድና ማስታወሻ ዝግጅት → Microsoft Dragon Copilot 📚 ለሕክምና ምርምር፣ ጥናታዊ ጽሑፎች እና መመሪያዎች ትንተና → NotebookLM ⚠️ #ጠቃሚ_ማሳሰቢያ ከአንድ ታካሚ ጋር የተያያዘ ክሊኒካዊ ውሳኔ ሲወሰን፣ AI የሚሰጠው መረጃ በዋናው የሕክምና መመሪያ፣ በሳይንሳዊ ጥናቶች፣ በታካሚው ክሊኒካዊ ሁኔታ እና በባለሙያው የሕክምና ፍርድ በጥንቃቄ መረጋገጥ አለበት። የእነዚህ መሣሪያዎች ተደራሽነት፣ የግላዊነት/የታካሚ መረጃ ጥበቃ መስፈርቶች እና የሕግና የቁጥጥር ተስማሚነት የጤና ባለሙያው እና የጤና ተቋሙ ላይ ይመሰረታሉ። ❌ ከAi በሚገኝ መረጃ ላይ ብቻ ተመስርቶ መድኃኒት ማዘዝም ሆነ መጠቀም እጅግ አደገኛ ውጤት ሊያስከትል እንደሚችል ሊሰመርበት ይገባል።

1. Job title 2. Organization 3. Location/remote status 4. Deadline 5. Major qualifications 6. Skills required 7. My current matching strengths 8. My apparent gaps 9. Ethiopian eligibility 10. Remote-from-Ethiopia eligibility 11. Direct application link 12. Official source 13. Verification status CAREER ROADMAP: Using BOTH my current profile and evidence from active vacancies, create a realistic 2–3 year development roadmap. Recommend: - Skills to develop - Practical projects - Work experience to pursue - Training - Certifications only where genuinely valuable - Portfolio development - Networking/professional activities - Intermediate roles where appropriate - Clear career milestones Prioritize recommendations by: - Career impact - Market demand - Urgency - Cost - Difficulty - Time required 90-DAY ACTION PLAN: Convert the roadmap into a practical first 90-day plan with clear actions and measurable milestones. FINAL OUTPUT: Provide: 1. Current strengths 2. Transferable skills 3. Confirmed and potential gaps 4. Current labor-market requirements 5. Active matching vacancies 6. Direct application links 7. 2–3 year career roadmap 8. Prioritized learning recommendations 9. 90-day action plan 10. Skills and qualifications repeatedly requested by current employers.

If reliable current compensation information is available from credible sources, clearly distinguish sourced market information from estimates or incomplete information. NEGOTIATION STRATEGY: Help me establish: - Preferred outcome - Minimum acceptable conditions I define - Strongest evidence supporting my request - Questions I should ask - Non-salary benefits worth discussing - Professional responses to employer objections ROLE-PLAY: Act as the hiring manager. Conduct the salary negotiation one exchange at a time. Wait for my response and then evaluate whether it is: - Professional - Confident - Evidence-based - Realistic - Clear Help me improve weak responses. ACTIVE JOB SEARCH: Search for current comparable vacancies matching my profile in: 1. Ethiopia 2. International organizations open to Ethiopian applicants 3. Worldwide/Africa/eligible EMEA remote positions available from Ethiopia For each suitable vacancy provide: - Job title - Employer - Location - Remote status - Employment type - Deadline - Major requirements - Published salary/compensation ONLY when actually disclosed - Why it matches my profile - Ethiopian eligibility - Remote-from-Ethiopia eligibility - Direct application link - Official source - Active-status verification Never invent or estimate a salary and present it as an employer-published figure. FINAL OUTPUT: Provide: 1. Offer analysis 2. Negotiation strengths 3. Negotiation strategy 4. Suggested professional wording 5. Interactive negotiation practice 6. Comparable active vacancies 7. Direct application links 8. Available verified compensation information where published. 6. የክህሎት ክፍተት ትንተና፣ የሙያ እድገት ፍኖተ-ካርታ እና ተዛማጅ የሥራ ዕድሎች (Skills-Gap Analysis, Career Development Roadmap & Active Job Search) #ማብራሪያ ይህ ፕሮምፕት የአመልካቹን ትምህርት፣ ልምድና ክህሎቶች ከታለመው ሙያ ጋር በማነፃፀር የብቃት ክፍተቶችን ይለያል፤ የ2–3 ዓመት የሙያ እድገትና የ90 ቀን ዕቅድ ያዘጋጃል። በኢትዮጵያና Ethiopia-Eligible Global Remote ክፍት ሥራዎች ላይ በተደጋጋሚ የሚጠየቁ ክህሎቶችን በመተንተን ምን መማርና ምን ማጠናከር እንደሚገባ አጽንኦት ሰጥቶ ይተነትናል። #PROMPT - 6 Act as a senior career-development strategist, recruiter, skills-gap analyst, learning-roadmap adviser, and Ethiopian/international job-market researcher. My goal is to understand the gap between my current professional profile and my target career, build a realistic development roadmap, and identify active jobs that show what employers currently require. If I upload my CV, use it as the primary source for evaluating my current profile. If I do not upload a CV, ask for essential information about: - Education - Employment history - Technical skills - Professional skills - Certifications - Training - Languages - Projects - Achievements - Current profession - Target profession - Career goals If I provide a target job description, analyze it. PROFILE & GAP ANALYSIS: Evaluate: - Education - Professional experience - Technical skills - Digital skills - Industry knowledge - Certifications - Leadership/management experience - Communication/interpersonal competencies - Relevant achievements - Tools, systems, technologies, and methodologies Classify findings into: 1. Existing Strengths 2. Transferable Skills 3. Skills That Need Strengthening 4. Missing or Unevidenced Requirements 5. High-Priority Development Areas Do not automatically classify information missing from my CV as a genuine skill gap. Clearly distinguish: “Not Evidenced” from “Confirmed Gap.” ACTIVE LABOR-MARKET ANALYSIS: Conduct a current web search for active vacancies related to my target career. Search: - Ethiopia-based positions - NGOs/INGOs - UN/international organizations - Multinational employers - International positions open to Ethiopians - Worldwide/Africa/eligible EMEA remote jobs that can genuinely be performed from Ethiopia Analyze recurring requirements across these vacancies, including: - Technical skills - Software/tools - Certifications - Education - Experience - Languages - Sector knowledge - Behavioral competencies - ATS keywords For each strong vacancy provide:

- My strongest experience - Major achievements - Technical skills - Leadership/teamwork examples - Potential weaknesses - Areas an interviewer may question If I do not upload a CV, ask for the essential information needed to understand my education, work history, skills, achievements, target role, and career level. If I provide a vacancy, analyze it to identify the competencies the employer is most likely to evaluate. INTERVIEW PREPARATION: Develop realistic questions covering: - Tell-me-about-yourself/introduction - CV/background questions - Behavioral questions - Competency-based questions - Technical questions - Situational/scenario questions - Problem-solving questions - Leadership and teamwork - Communication - Motivation - Organization/role fit - Difficult or challenging questions - Closing questions STAR PREPARATION: For behavioral questions, help me organize real experiences using: Situation Task Action Result Never invent an experience for me. If important STAR details are missing, ask me for them. MOCK INTERVIEW MODE: Ask ONE realistic question at a time. Wait for my response. Then evaluate my answer for: - Relevance - Clarity - Evidence - Specificity - Structure - Professional communication - STAR quality where applicable Explain: - What was strong - What needs improvement - What information was missing - How the answer could be stronger Then provide an improved version based ONLY on facts I have supplied. Continue with increasingly challenging questions. ACTIVE JOB SEARCH: Search the web for currently active vacancies matching my professional background. Include: - Ethiopia-based opportunities - International positions open to Ethiopian applicants - Worldwide/Africa/eligible EMEA remote positions that can genuinely be performed from Ethiopia For each relevant vacancy provide: - Job title - Organization - Location - Remote status - Deadline - Key requirements - Why it matches my background - Ethiopian eligibility - Remote-from-Ethiopia eligibility - Direct application link - Official source - Verification status Analyze recurring requirements across these live vacancies and use them to generate additional interview questions. FINAL OUTPUT: Provide: 1. Interview competency analysis 2. Likely interview questions 3. STAR preparation guidance 4. Interactive mock interview 5. Active matching vacancies 6. Direct application links 7. Interview topics repeatedly appearing across current vacancies. 5. የደመወዝና የቅጥር ጥቅማጥቅም ድርድር፣ የሥራ አቅርቦት ስትራቴጂ እና ተዛማጅ የሥራ ዕድሎች ፍለጋ (Salary Negotiation, Offer Strategy & Active Job Search) #ማብራሪያ ይህ ፕሮምፕት የሥራ አቅርቦትን፣ ደመወዝን፣ አበልና ሌሎች ጥቅማጥቅሞችን በመተንተን በእውነተኛ ልምድና ብቃት ላይ የተመሠረተ የድርድር ስትራቴጂ ያዘጋጃል። በተጨማሪም በኢትዮጵያና Ethiopia-Eligible Global Remote ገበያ ላይ ተመሳሳይ ክፍት ሥራዎችን ፈልጎ የቅጥር ሁኔታ፣ የክፍያ መረጃ፣ መስፈርቶች እና ቀጥታ ማመልከቻ ሊንኮችን ያቀርባል። #PROMPT - 5 Act as a professional salary-negotiation coach, compensation discussion strategist, recruiter, and job-market researcher familiar with Ethiopian and international employment practices. My goal is to evaluate a job offer, prepare a professional negotiation strategy, practice the negotiation, and identify comparable active opportunities. I may provide: - My CV - Professional background - Job offer - Job description - Proposed salary - Allowances/benefits - Contract terms - Market information available to me If I upload a CV, analyze the legitimate professional strengths that could support my negotiation. If I do not upload a CV, ask for the essential information needed to understand my experience, qualifications, specialized skills, responsibilities, achievements, and target role. OFFER ANALYSIS: Evaluate: - Base salary - Allowances - Bonuses where applicable - Insurance/benefits - Training/professional development - Leave - Flexible/remote work arrangements - Contract type - Working hours - Start date - Other relevant compensation components Separate: - Verified facts - Assumptions - Information requiring clarification - Negotiable elements - Potential constraints Do not invent salary-market data.

3. ፕሮፌሽናል የሥራ ማመልከቻ ደብዳቤ እና ተዛማጅ የሥራ ዕድሎች መፈለግ (Professional Cover Letter, Job Application & Active Vacancy Search) #ማብራሪያ ይህ ፕሮምፕት የአመልካቹን ልምድ፣ ብቃት እና ስኬቶች ከታለመው የሥራ መስፈርት ጋር በማዛመድ ለእያንዳንዱ ሥራ መሸኛ ደብዳቤ (Cover Letter) ጭምር ያዘጋጃል። CV ባይኖርም በቀረበ የሙያ መረጃ ይሠራል። በተጨማሪ በኢትዮጵያ እና ከኢትዮጵያ Remote ሊሠሩ የሚችሉ ክፍት ሥራዎችን ፈልጎ የብቃት መስፈርት፣ የመጨረሻ ቀን እና ቀጥታ ማመልከቻ ሊንክ ያቀርባል። #PROMPT - 3 Act as a senior recruitment consultant, professional cover-letter writer, job-application strategist, and job-market researcher experienced with Ethiopian private-sector, government, NGO, INGO, UN, multinational, international, and remote recruitment. My goal is to create a highly tailored professional cover letter and identify active jobs that closely match my background. If I upload my CV: - Analyze it as the primary source of my experience, education, skills, and achievements. If I do not upload a CV: - Ask for the minimum essential information required to understand my professional background. If I provide a vacancy/job description: - Analyze its responsibilities, qualifications, skills, competencies, organizational context, and keywords. Identify the 3–5 strongest connections between my actual background and the employer’s most important requirements. Then write a professional cover letter that: - Clearly identifies the target position. - Uses a strong, role-specific opening. - Connects my experience directly to employer needs. - Uses concrete achievements where supported. - Demonstrates understanding of the role. - Avoids simply repeating my CV. - Avoids clichés and generic language. - Uses confident but credible wording. - Remains concise and professionally structured. - Ends with an appropriate professional call to action. Never invent achievements, employers, responsibilities, qualifications, statistics, or knowledge about an organization. ACTIVE JOB SEARCH: After completing the main application task, search the web for currently active vacancies that match my professional background. Search for: - Ethiopia-based opportunities - NGO/INGO positions - UN/international organization opportunities - Multinational positions - International opportunities open to Ethiopians - Global/Africa/eligible EMEA remote positions that can genuinely be performed from Ethiopia For every relevant vacancy provide: 1. Job title 2. Employer 3. Location 4. Remote/on-site/hybrid 5. Application deadline 6. Key requirements 7. Why it matches my profile 8. Ethiopian applicant eligibility 9. Remote-from-Ethiopia eligibility 10. Direct vacancy/application link 11. Official source 12. Active-status verification Do not assume a remote job accepts applicants residing in Ethiopia. Prefer official employer vacancy pages. If geographic eligibility cannot be confirmed, state: “Eligibility Unclear — Verify Before Applying.” For the strongest matching opportunities, explain what information from my CV/background should be emphasized in a tailored cover letter. FINAL OUTPUT: Provide: 1. Tailored cover letter 2. Key experiences selected and why 3. Missing information that could strengthen the application 4. Best-matching active vacancies 5. Direct application links 6. Suggestions for tailoring the letter to the strongest opportunities. 4. የሥራ ቃለ-መጠይቅ ዝግጅት፣ የልምምድ ቃለ-መጠይቅ እና ተዛማጅ የሥራ ፍለጋ (Interview Preparation, Mock Interview & Active Job Search) #ማብራሪያ ይህ ፕሮምፕት ከታለመው ሥራ ጋር የተያያዙ ሙያዊ፣ ቴክኒካዊ፣ ባህሪያዊና ሁኔታዊ የቃለ-መጠይቅ ጥያቄዎችን ያዘጋጃል፤ STAR ዘዴን ተጠቅሞ Mock Interview ያካሂዳል። በተጨማሪም በኢትዮጵያና Ethiopia-Eligible Remote ገበያ ላይ የሚገኙ ተዛማጅ ክፍት ሥራዎችን በመፈለግ በእነዚያ ሥራዎች ተደጋግመው የሚጠየቁ ብቃቶችን በቃለ-መጠይቅ ዝግጅቱ ውስጥ ያካትታል። #PROMPT - 4 Act as a senior interview coach, recruiter, hiring manager, behavioral-interview specialist, and job-market researcher experienced with Ethiopian and international recruitment. My goal is to prepare comprehensively for interviews in my target profession while identifying currently active jobs for which I can realistically apply. If I upload a CV, analyze it to identify:

Prioritize official employer career pages and original vacancy announcements. Do not present expired, closed, removed, or geographically ineligible vacancies as active opportunities. If eligibility cannot be confirmed, label it: “Eligibility Unclear — Verify Before Applying.” FINAL OUTPUT: Provide: 1. Complete revised/new CV 2. Major improvements made 3. Missing information I should provide 4. Recommended ATS keywords 5. Best-matching active Ethiopia-based vacancies 6. Best-matching Ethiopia-eligible international/remote vacancies 7. Direct application links 8. Recurring skills and qualifications employers are currently requesting. 2. ሲቪን ለATS (Applicant Tracking System) ማሻሻል፣ ከሥራ መስፈርት ጋር ማዛመድ እና ክፍት የሥራ ዕድሎችን መለየት (ATS CV Optimization, Job Matching & Active Vacancy Search) #ማብራሪያ ይህ ፕሮምፕት CVን ከታለመው ሥራ መስፈርቶች፣ ክህሎቶችና ATS Keywords ጋር በዝርዝር ያነፃፅራል። ክፍተቶችን ለይቶ CVን ያሻሽላል፤ ጠንካራ ተዛማጅነት እና ከፊል ተዛማጅነት ይፈጥራል፤ በመቀጠልም በኢትዮጵያ እና Ethiopia-Eligible Global Remote ገበያ ላይ አሁን ክፍት የሆኑ ተዛማጅ ሥራዎችን ፈልጎ መስፈርት፣ የመጨረሻ ቀን እና ቀጥታ ሊንክ ያቀርባል። #PROMPT - 2 Act as an expert recruiter, ATS optimization specialist, job-description analyst, and Ethiopian/international job-market researcher. My goal is to determine how well my professional profile matches my target jobs, optimize my CV for ATS and human recruiters, and identify currently active vacancies for which I am realistically qualified. If I upload my CV, use it as the primary source of my qualifications. If I do not upload a CV, ask me for the essential information needed to assess my: - Education - Employment history - Skills - Certifications - Training - Major achievements - Years and type of experience - Target occupation If I provide a specific vacancy/job description, analyze it in detail. Extract: - Core responsibilities - Essential qualifications - Preferred qualifications - Technical competencies - Behavioral competencies - Education requirements - Experience requirements - Software/tools - Certifications - Sector terminology - Important ATS keywords and phrases - Likely screening criteria Compare each requirement with my actual background and classify it as: - Strong Match - Partial Match - Not Evidenced / Information Missing - Genuine Skills or Qualification Gap Do not treat missing information as proof that I lack a skill. Ask when clarification could materially change the assessment. For every Partial Match, show how my real experience could be presented more clearly. For every genuine gap, explain it without fabricating qualifications. ATS OPTIMIZATION: Improve: - Professional summary - Skills section - Experience bullet points - Job-relevant terminology - Achievement statements - Section organization - Keyword alignment Use keywords naturally. Do not use keyword stuffing and never add qualifications or experience that I have not demonstrated. ACTIVE VACANCY SEARCH: Conduct a current web search for active jobs whose requirements correspond closely to my actual profile. Search: 1. Ethiopia-based jobs. 2. International positions open to Ethiopian applicants. 3. Worldwide/Africa/eligible EMEA remote positions that can genuinely be performed from Ethiopia. For each opportunity provide: - Job title - Organization - Location - Remote status - Deadline - Essential requirements - Important ATS keywords - My strongest matching qualifications - Important gaps - Ethiopian eligibility - Remote-from-Ethiopia eligibility - Direct application/vacancy link - Official source - Active-status verification Prioritize official sources. Do not present an expired vacancy as active. Do not assume “Remote” means Ethiopia eligible. Verify geographic restrictions whenever possible. FINAL OUTPUT: Provide: 1. Job requirement analysis 2. CV-to-job gap analysis 3. ATS keyword bank 4. Recommended CV edits 5. Rewritten high-impact bullet points 6. Revised professional summary 7. Fully optimized CV, if sufficient information is available 8. Best-matching active vacancies 9. Direct application links 10. Recurring skills/keywords appearing across current vacancies.

1. ፕሮፌሽናል ሲቪ ዝግጅት እና ተዛማጅ ክፍት የሥራ ዕድሎች ፍለጋ (Professional CV & Resume Creation + Active Job Search) #ማብራሪያ ይህ ፕሮምፕት የሥራ ፈላጊውን ትምህርት፣ ልምድ፣ ክህሎት፣ ስልጠና እና ስኬቶች በማደራጀት ለታለመው የሥራ መደብ የሚመጥን ATS-Friendly ሲቪ ያዘጋጃል። CV ተጭኖም ሆነ ያለ CV ይሠራል፤ በተጨማሪም በኢትዮጵያ፣ በዓለም አቀፍ ድርጅቶች እና ከኢትዮጵያ ሆኖ Remote ሊሠሩ የሚችሉ ክፍት ሥራዎችን ከቀጥታ ሊንክ ጋር ይሰጣል። #PROMPT - 1 Act as a senior Ethiopian career consultant, professional CV/resume writer, recruiter, ATS optimization specialist, and job-search strategist with strong knowledge of Ethiopian private-sector, government, NGO, INGO, UN, multinational, international, and remote employment markets. My goal is to create or improve a highly professional, achievement-focused, ATS-friendly CV and identify currently active job opportunities that genuinely match my profile. INPUT OPTIONS: If I upload an existing CV/resume: - Analyze it as the primary source of my professional information. - Identify weaknesses, missing information, unclear wording, formatting problems, weak achievements, and areas that need stronger positioning. - Rewrite and restructure it professionally. If I do NOT upload a CV: - Ask me only for the essential information needed to build one, including education, employment history, responsibilities, achievements, skills, certifications, training, languages, projects, volunteer experience, target profession, and preferred job types. - Build the CV from scratch using only the information I provide. If I provide a vacancy/job description, analyze it and tailor the CV specifically to that role. CV DEVELOPMENT: Identify and organize: - Professional identity and target role - Professional summary - Employment history - Responsibilities - Achievements and measurable results - Education - Technical and professional skills - Certifications and training - Languages - Projects - Volunteer experience - Other relevant qualifications Then produce a professional CV that: - Emphasizes achievements rather than only duties. - Uses strong, professional action verbs. - Prioritizes information relevant to my target occupation. - Naturally incorporates relevant ATS keywords. - Uses a clean, internationally recognizable structure. - Is appropriate for Ethiopian and international employers. - Avoids unnecessary personal information unless relevant or specifically requested. Never invent employers, positions, dates, qualifications, responsibilities, achievements, statistics, certifications, skills, software knowledge, or language ability. If important information is missing, clearly identify it rather than fabricating it. ACTIVE JOB SEARCH: After completing the CV, conduct a CURRENT WEB SEARCH for active/open vacancies that closely match my education, experience, skills, career level, professional background, and target occupation. Search TWO categories: CATEGORY A — ETHIOPIA-BASED OPPORTUNITIES Search active vacancies from: - Ethiopian private-sector employers - Government/public institutions - NGOs and INGOs - UN agencies - International organizations - Development organizations - Multinational companies - Research institutions - Consulting firms - Startups and technology companies CATEGORY B — INTERNATIONAL & REMOTE OPPORTUNITIES FOR ETHIOPIANS Search for: - International positions that accept Ethiopian applicants - Worldwide/global remote jobs - Africa-eligible remote jobs - EMEA remote positions where Ethiopia is eligible - Remote consulting assignments - Remote contract work - Professional freelance/project opportunities where relevant Do NOT assume that a vacancy labelled “Remote” can be performed from Ethiopia. Verify geographic eligibility whenever possible. For every suitable vacancy provide: 1. Job title 2. Employer/organization 3. Location 4. Remote/on-site/hybrid status 5. Employment type 6. Application deadline 7. Major qualifications 8. Why it matches my profile 9. Ethiopian applicant eligibility 10. Remote-from-Ethiopia eligibility 11. Direct vacancy/application link 12. Official source 13. Verification status: Active/Open, Closing Soon, or Status Unclear

ሰው ሰራሽ አስተውሎት ክፍት የሥራ ዕድሎችን እንደሚፈልግላችሁ ታውቃላችሁ? እንግዲያውስ ከሙያዊ ዳራችሁ፣ ከትምህርት ደረጃችሁ፣ ከሥራ ልምዳችሁ፣ ከክህሎታችሁ፣ ከሙያዊ ደረጃችሁ እና ከምፈትፈልጉት የሥራ መስክ ጋር በቅርበት የሚዛመዱ፣ በአሁኑ ጊዜ ክፍት የሆኑ (ማመልከቻ በመቀበል ላይ የሚገኙ) የሥራ ዕድሎችን ፈልጎ እንደሚሰጣችሁ ማወቅ እና መጠቀም ይኖርባችኋል። ስለሆነም CV #upload አድርጋችሁ እና ሳታደርጉ ለኢትዮጵያውን ተስማሚ የአገር ውስጥ፣ የአህጉር/ዓለም አቀፍ ድርጅቶች እና በርቀት መስራት የምትችሏቸው ስራዎችን ፈልገው ከነማስፈንጠሪያ #link የሚሰጧችሁ #ስድስት ምርጥ ማስተር #prompts ከነ በአማርኛ ቋንቋ የተጻፈ ማብራሪያቸው👇👇👇

Give special consideration to differences among Addis Ababa, major regional cities, secondary towns, and other relevant Ethiopian markets rather than treating Ethiopia as one homogeneous market. Conclude with a Market-Gap Validation Plan specifying what customer interviews, surveys, competitor observations, supplier interviews, price checks, or pilot tests should be conducted before major investment.

8. የንግድ ፕሮፖዛል የስጋት ትንተና (Business Proposal Risk Analysis)

ይህ ፕሮምፕት በኢትዮጵያ የሚተገበር የንግድ ፕሮጀክት ሊያጋጥሙት የሚችሉ ዋና ዋና ስጋቶችን ለመለየት፣ ለመገምገምና የመቀነሻ ስትራቴጂ ለማዘጋጀት ይጠቅማል። የገበያ፣ የፋይናንስ፣ የዋጋ ግሽበት፣ የውጭ ምንዛሪ፣ የአቅርቦት ሰንሰለት፣ የአሠራር፣ የቴክኖሎጂ፣ የሕግና የቁጥጥር ስጋቶችን በመተንተን ቢዝነሱ ለችግሮች ቀድሞ እንዲዘጋጅና የተሻለ የኢንቨስትመንት ውሳኔ እንዲወስን ያግዛል። #Prompt - 8 Act as a senior enterprise-risk consultant, Ethiopian business-environment analyst, investment advisor, and financial-risk specialist. Conduct a comprehensive risk analysis for the proposed Ethiopian business/project. PROJECT INPUTS • Business: • Sector: • Location: • Investment: • Target market: • Imported inputs: • Financing structure: • Key suppliers: • Other information: Evaluate risks across the following categories: 1. Market Risk 2. Demand Risk 3. Competitive Risk 4. Pricing Risk 5. Inflation Risk 6. Foreign-Exchange Risk 7. Financing and Interest-Rate Risk 8. Liquidity and Cash-Flow Risk 9. Supply-Chain Risk 10. Import and Procurement Risk 11. Operational Risk 12. Technology Risk 13. Cybersecurity/Data Risk where applicable 14. Infrastructure and Utility Risk 15. Human-Resource Risk 16. Legal and Regulatory Risk 17. Licensing and Compliance Risk 18. Tax Risk 19. Contractual Risk 20. Environmental and Social Risk 21. Health and Safety Risk 22. Reputation Risk 23. Fraud and Internal-Control Risk 24. Business-Continuity Risk 25. Location-Specific Risk Build a professional risk register containing: Risk | Ethiopian Context/Driver | Likelihood | Impact | Early-Warning Indicator | Preventive Control | Mitigation/Response | Responsible Party | Residual Risk Do not treat every Ethiopian business as having identical risks. Determine which risks actually apply to the specified sector, location, scale, financing structure, supply chain and customer base. Where relevant, perform quantitative sensitivity and stress testing for variables such as: • Sales volume • Selling price • Inflation • Input costs • Exchange rates • Imported-material costs • Interest/financing costs • Capacity utilization • Customer-payment delays • Supply interruptions Create Base, Downside and Severe-Stress scenarios and show their potential effects on revenue, profitability, cash flow, break-even position and financing requirements. Use current Ethiopian evidence wherever possible. Clearly separate verified risks from assumptions and scenario-based risks. Conclude with a practical Ethiopian Risk Mitigation Action Plan showing immediate actions, medium-term controls, contingency measures, monitoring indicators, and responsibilities.