Cash Is King: Flows, Balances, And Buffer Days

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September 2016Cash is King:Flows, Balances,and Buffer DaysEvidence from 600,000Small BusinessesShiArri pmentvesShiArri pmentvesShiArr pmenives tPayrollPayrollBillDuePayrollShArr ipmenive tsBillDue

About the InstituteThe global economy has never been more complex, more interconnected, or faster moving. Yet economists,businesses, nonprofit leaders, and policymakers have lacked access to real-time data and the analytic tools toprovide a comprehensive perspective. The results—made painfully clear by the Global Financial Crisis and itsaftermath—have been unrealized potential, inequitable growth, and preventable market failures.The JPMorgan Chase Institute is harnessing the scale and scope of one of the world’s leading firms to explain theglobal economy as it truly exists. Its mission is to help decision-makers—policymakers, businesses, and nonprofitleaders—appreciate the scale, granularity, diversity, and interconnectedness of the global economic system and usebetter facts, timely data, and thoughtful analysis to make smarter decisions to advance global prosperity. Drawingon JPMorgan Chase’s unique proprietary data, expertise, and market access, the Institute develops analyses andinsights on the inner workings of the global economy, frames critical problems, and convenes stakeholders andleading thinkers.The JPMorgan Chase Institute is a global think tank dedicated to delivering data-rich analyses and expert insightsfor the public good.AcknowledgmentsWe thank our research team, including Derek Bekebrede and Andreas Weber, for their hard work and contribution to this report.We would like to acknowledge Jamie Dimon, CEO of JPMorgan Chase & Co., for his vision and leadership in establishing the Instituteand enabling the ongoing research agenda. Along with support from across the Firm—notably from Peter Scher, Len Laufer, MaxNeukirchen, Joyce Chang, Matt Zames, Judy Miller, and Alexis Bataillon—the Institute has had the resources and support to pioneera new approach to contribute to global economic analysis and insight.We would also like to acknowledge the contribution of our other researchers, specifically Kanav Bhagat, Fiona Greig, Rachel Pacheco,David Wasser, and Chen Zhao. We especially want to thank Jenn Piepszak and the Chase Business Banking team for their support, andother experts within JPMorgan Chase, including Bori Cox, Sally Durdan, Brian Haney, Anmol Karnad, Adam Nelson, Brent Reinhard,Mary Jane Rogers, Sam Saperstein, and David Spyra. This effort would not have been possible without the critical support of theJPMorgan Chase Intelligent Solutions team of data experts, including Joe Bimmerle, Steve Farrell, Jay Galloway, Shannon Kim, StellaNg, Michael Solovay, and Tony Wimmer, and JPMorgan Chase Institute team members Kelly Benoit, Kevin Feltes, Kathryn Kulp, andNatalie Holmes.Finally, we would like to acknowledge with gratitude the invaluable input of small business experts who provided thoughtfulcommentary, including John Haltiwanger, Brian Headd, Ron Jarmin, Raymond Keating, Kausar Hamdani, Nick Maduros, ClaireKramer Mills, Karen Mills, Jonathan Parker, Arthur Plews, and Scott Shane. For their generosity of time, insight, and support, weare deeply grateful.

Cash is King: Flows,Balances, and Buffer DaysEvidence from 600,000Small BusinessesDiana FarrellChris WheatContents2Executive Summary9Introduction10Findings22Implications and Conclusion24Data Asset and Methodological Appendix30Glossary31Endnotes32References33Small Business Data Dashboard

Executive SummaryFor most small business, cash reserves are a critical tool for meeting liquidity needs. Cash reserves provide areadily available means to pay employees and suppliers in normal times and are an important buffer to draw uponduring adverse times. This is particularly true for small businesses with limited access to credit and other sources ofliquidity. In other words, cash reserves are a key measure of the vitality and security of a small business.In this inaugural report on the small business sector, the JPMorgan Chase Institute explores the financial lives ofsmall business through the lens of cash inflows, outflows and account balances. We find that, despite the importanceof cash reserves, most small businesses hold a level of cash reserves that would provide an insufficient cushion inthe face of a significant economic downturn or other disruption. Using a new data asset constructed from over 470million transactions conducted by 597,000 small businesses from February to October 2015, our analysis shows thathalf of all small businesses hold a cash buffer large enough to support 27 days of their typical outflows.This report also explores key industry characteristics that help explain the drivers of cash buffers. Additionally,it offers a new synthesis of publicly available data to begin to draw together a comprehensive view of the smallbusiness sector.These findings are relevant to policy makers who seek to assist small businesses; to nonprofit organizations thatcoach small business owners; to financial services firms that help small businesses manage their liquidity; and toowners of small businesses who seek benchmarks for guidance in managing their own liquidity.We hope this report draws attention to cash balances as an important issue, helps people better understanddifferences among small businesses, and helps in the development of smarter programs, products, and policiesthat enable small businesses to flourish.2

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSExecutive SummaryWe constructed a sample of 597,000 businesses who hold Chase Business Banking deposit accounts andmeet our criteria for small, core metropolitan operating businesses. We then used 470 million anonymizedtransactions from these businesses to produce a daily view of cash inflows, cash outflows, and end-of-daybalances over the nine non-holiday months from February 2015 to October 2015.Data597,000SELECTED KEY INDUSTRIESSMALL BUSINESSESWe focus on small businesses in 12 representative industries thatcapture most small business employeesHold Chase Business Banking accounts 20mConstructionPersonal ServicesHealth Care ServicesReal EstateHigh-Tech ManufacturingRepair & MaintenanceHigh-Tech ServicesRestaurantsMetal & MachineryRetailOther ProfessionalServicesWholesalersEnd-of-day combined balances do notexceed 20 million each dayDo not identify with more than a singleaddress and/or a single industryCORE METROPOLITANOPERATING BUSINESSESWe study businesses that have financial activitythat indicates they are not seasonal.For at least five of nine months, at least 500 500 in outflows and 10 combined inflowsand outflows1 At least one inflow and outflow in each monthAre located in one of 367 Metropolitan Areaswhere Chase has a representative footprintTogether, these 12 industries capture 73 percent of for-profit employer smallfirms and 65 percent of for-profit small business employmentMeasuring cash inflows, outflows, balances, and buffer daysCash InflowsCredits into any businessdeposit or savingsaccount (e.g., revenues,owner transfers into theaccount from privatesavings, loan disbursement, or tax rebates)Business Deposit &Savings AccountsCash BalancesThe amount of cash heldat the end of the dayacross all business depositor savings accountsCash OutflowsDebits out of any businessdeposit or savings accounts(e.g., supplies purchased,payroll, owner transfers outof the account to privatesavings, loan repayments, ortax payments)3CashBuffer DaysCashBalances CashOutflows The number of days ofcash outflows abusiness could pay outof its cash balance wereits inflows to stop

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSExecutive SummaryFindingOneThe median small business has average daily cash outflows of 374 and averagedaily cash inflows of 381, with wide variation across and within industries.Outflows refer to debit transactions paid out of anybusiness deposit or savings accounts, such as the purchaseof material and payroll, owner transfers out of the accountto private savings, loan repayments, or tax paymentsInflows refer to credit transactions into anybusiness deposit or savings account, such asrevenues, owner transfers into the account fromprivate savings, loan funding, or tax rebatesRestaurantsRestaurants 957 968Health CareServicesHealth CareServices 577 374High-TechServices 374 598PersonalServicesHigh-TechServices 387 381PersonalServicesAll smallbusiness medianAll smallbusiness median 219 216OUTFLOWINFLOWIndividual small business average daily inflows and outflows are highly correlated.Average daily cash inflows and outflows vary widely by industry: In the Personal Services industry, daily cash outflows and inflows were the lowest at 216 and 219, respectively. In the Restaurant industry, daily cash outflows and inflows were the highest at 957 and 968, respectively.Average daily cash outflows vary substantially within industries as well: Outflows varied the most among small businesses within the Wholesale, Metal & MachineryManufacturing, and High-Tech Manufacturing industries—in these industries small businessat the 75th percentile had outflows four times higher than the median.Cash inflows and outflows were computed by first computing the average daily cash inflow/outflow for individual small businesses, and then computing a medianaverage daily cash inflow/outflow for an industry or our whole sample.4

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSExecutive SummaryFindingTwoThe median small business holds an average daily cash balance of 12,100,with wide variation across and within industries.Balances refer to the amount ofcash held by a business across all itsbusiness deposit or savings accountsHigh-Tech ManufacturingMedian average daily cash balance 34,200Wholesalers 18,500Construction 10,700 12,100All small business medianPersonal Services 5,300Cash balances vary widely by industry: In the Personal Services industry, the median small business held a cash balance of 5,300. In the High-Tech Manufacturing industry, the median small business held a cash balance of 34,200.Cash balances vary substantially within industries as well: In most industries, small businesses at the 75th percentile carried balances 3 to 4 times the median level.Cash balances were computed by first computing the average daily end-of-day cash balances for individual small businesses, and then computing a median averagedaily cash balance for an industry or our whole sample.5

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSExecutive SummaryFindingThreeThe median small business holds 27 cash buffer days in reserve.Half of all small businesses hold a cash buffer of less than one month. Moreover, 25 percent of small businesses hold fewer than 13 cash buffer days in reserve. In contrast, 25 percent of small businesses hold over 62 cash buffer days in reserve.27 cash buffer daysCash buffer days are the number of daysof cash outflows a business could pay out ofits cash balance were its inflows to stop. Weestimate cash buffer days for a business bycomputing the ratio of its average daily cashbalance to its average daily cash outflowsAll small business median25%25% 13 cashbuffer days0Cash buffer days 62 cash buffer days136210016 days18 days19 days20 days21 days23 days28 days30 daysRestaurantsRepair esalersMetal &MachineryHealth CareHigh-TechOther Prof.Services Manufacturing Services32 daysMedian cash buffer days vary substantially across industries. The median small restaurant holds 16 cash buffer days in reserve. The median small business in the real estate industry holds 47 cash buffer days in reserve.633 days33 daysHigh-TechServices47 daysReal Estate

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSExecutive SummaryFindingFourSmall businesses in labor-intensive or low-wage industries hold fewer cashbuffer days than those in capital-intensive or high-wage industries.38 DaysCapitalIntensive31 Days15FEWERDAYS23 Days12High-wageFEWERDAYSLaborIntensive19 DaysLow-wageDifference in cash buffer daysDifference in cash buffer daysShare of Total US Small Business Employment within Each SegmentLabor Intensive vs. Capital IntensiveLow Wage vs. High WageConstructionConstructionHigh-Tech ManufacturingHealth Care ServicesOther Professional ServicesPersonal ServicesRepair & MaintenanceRestaurantsHealth Care ech ManufacturingHigh-Tech ServicesHigh-Tech ServicesMetal & MachineryMetal & MachineryReal EstateOther Professional ServicesWholesalersPersonal Services55%High-wage45%Low-wageRepair & MaintenanceRestaurantsRetailReal EstateRetailWholesalersSmall businesses in industries with a high amount of information technology or intellectual property (IT/IP)do not hold cash buffer days that are very different from low IT/IP industry businesses.Similarly, small businesses in business-to-business (B2B) industries do not hold cash buffer days that arevery different from business-to-consumer (B2C) industry businesses.We define an industry as labor-intensive if labor costs comprise over 71 percent of its combined labor and capital payments, and capital-intensive otherwise. Wedefine an industry as high-wage if its average labor costs are greater than 30 per hour, and low-wage otherwise. We define an industry as having a high IT/IP capitalallocation if intellectual property and information technology make up more than 12 percent of all capital inputs, and as having a low IT/IP capital allocation otherwise.We define an industry as B2B if over 65 percent of its domestic output was purchased by businesses, as B2C if over 65 percent of its domestic output was purchasedby households, and as Mixed otherwise. We performed all calculations at the industry level—these classifications reflect the characteristics of all employer businesseswithin the industry, not just small businesses within the industry.7

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSExecutive SummaryFindingFiveSmall business cash buffer days vary across metropolitan areas, but no clearpattern emerges from this variance.Median cash buffer days in our 24 selected cities vary from 21 days in Orlando to 34 days in San Jose, a spread of60 percent. Differences in industry mix and population between metropolitan areas do not explain this an Francisco30Salt Lake City28San Jose34252825LouisvilleLas VegasLos Angeles28San DiegoNew York28ColumbusChicagoDenver2427Median cash buffer daysPhoenix25Atlanta23Dallas26More than 29 days25From 25 to 29 daysNew OrleansAustin2727Houston27OrlandoTampa23Fewer than 25 days21Miami25Cash buffer days are the number of days of cash outflows a business could pay out of its cash balance were its inflows to stop. We estimate cash buffer days for abusiness by computing the ratio of its average daily cash balance to its average daily cash outflows.ConclusionThis study leverages a new JPMorgan Chase Institute small business data asset to highlight cash buffer days as a keyfinancial vitality indicator for small businesses. Our research shows substantial variation in cash buffer days for smallbusinesses across and within industries and by region. Many small businesses may not have enough cash to continueoperations in the face of a month-long loss of cash inflows due to an economic downturn or other negative shock.Interventions that help small business owners better understand and manage cash could support the financial healthof a sector that provides the economic base for a large portion of the US population. Specifically, our new industrysegmentation draws attention to an opportunity to develop new policies that target large numbers of especiallyfinancially fragile small businesses in labor-intensive or low-wage industries, in contrast to policies that target smallbusinesses in high-technology, capital intensive, high-wage, or business-serving industries.Finally, cash buffer days can focus the attention of policymakers, advocates, and private-sector partners on liquidity asan important feature of the credit landscape. New educational programs and diversified credit offerings can help smallbusiness owners better understand and manage their liquidity, and substantially improve the financial resilience of thesmall business sector.8

IntroductionThe small business sector is a critical driver of production, employment, and economic growth. Small businesses (usually defined bythe Small Business Administration as those with fewer than 500 employees) account for 99 percent of all business establishmentsin the United States, employ 48 percent of all US workers, are responsible for over 41 percent of net job creation, account for 45percent of GDP, and produce 34 percent of all US exports. As such, this sector is a key focus for many policymakers, economists, andgovernment officials. Concern among these stakeholders has increased recently as the shares of GDP and employment in this sectorhave fallen in recent years. Yet, despite its importance to our economy, publicly available data offer at best an incomplete view ofthe small business sector.Public statistics indicate that there are 28.7 million small businesses and that most—23 million—have no paid employees. Of theremaining 5.7 million, 2.3 million businesses have fewer than 20 employees. Small businesses are young on average and many havea short lifespan: the median small business is between six and 10 years old. Nearly half of small businesses exit within their firstfive years, and over 30 percent exit within their first two years. We highlight these statistics and more in our new JPMorgan ChaseInstitute Small Business Data Dashboard, a compendium to this report (see p. 33).While the Small Business Data Dashboard provides useful metrics about the small business sector, it is based on data that often havelong lags or are reported infrequently. Moreover, aggregation in these data often masks important differences across the sector. Thesmall business sector is highly fragmented, heterogeneous, and constantly evolving, which understandably raises the difficulty andcost of information gathering and renders the sector hard to monitor and understand.To help fill this information gap, the JPMorgan Chase Institute has launched a broad-based research agenda to shed light on theeconomic and financial attributes of small businesses and their contribution to the economy. To conduct our analyses, we constructeda new data asset incorporating over 470 million anonymized transactions and account balances from 597,000 small businessesacross 367 metropolitan areas, as described in our Data Asset section.In our inaugural report on the small business sector, we focus on cash inflows, outflows and account balances. We find that medianlevels of flows and balances are relatively low, with wide variation across and within industries. Furthermore, despite the importanceof having of cash buffer to weather adverse shocks, half of all small businesses hold only a cash buffer large enough to finance 27days of their typical outflows.We focus on small businesses in 12 representative industries that capture most small businesses employees, as described in theMethodology section. Moreover, we identify four key industry characteristics that provide a framework we use to assess the driversof small business cash flows. When combined with our proprietary data asset, this framework helps us begin to draw together acomprehensive view of the small business sector.9

FindingsIn our initial JPMorgan Chase Institute small business report, we focus on cash. As the popular saying “cash is king” suggests,managing cash and liquidity is critical to the survival and growth of small businesses. While small businesses manage liquidity byusing credit cards, borrowing from lenders, selling equity to investors, or managing terms with suppliers and customers, cash isthe least expensive and most readily available source of liquidity for the majority of small businesses. Moreover, existing empiricalevidence suggests that a lack of access to external capital limits the growth of small firms, and that many firms rely on cash producedby net positive operating cash flows for financing.1 However, despite its importance, very little data is available to directly inform howsmall businesses use cash—particularly the very small firms that comprise the bulk of the small business sector.We offer an unprecedented view of the financial inflows, outflows, and liquidity profile of small businesses to answer a set of criticalquestions about small businesses: What size are the typical cash flows in and out of a small business? What level of cash balancesdo small businesses hold? How many cash buffer days do small businesses hold in reserve? Do the answers to these questions varyacross industries and cities?FindingOneThe median small business has average daily cash outflows of 374 and averagedaily cash inflows of 381, with wide variation across and within industries.Average daily cash outflows and inflows vary substantially across small businesses.Small businesses spend cash to pay employees, purchase supplies, acquire assets,make payments to lenders and owners, or meet other payment obligations. Smallbusinesses receive cash from the sale of goods and services, when ownersand lenders provide funds, or if the business sells off assets. In general, asmall business with larger payments (or outflows) must generate greaterrevenues or other inflows to sustain a positive cash balance. Conversely,larger inflows help small businesses meet payment obligations and sustaina positive cash balance, particularly to the extent that these inflows areregular and predictable.We calculated the average daily outflow and inflow for each business inour sample. Figure 1 shows the median of these average daily outflowsand inflows for small businesses in each of the 12 industries and for oursample as a whole. The median small business has average daily outflows of 374 and average daily inflows of 381. In our sample, average daily outflowsare highly correlated with average daily inflows—the correlation coefficient forindividual small businesses was 0.99.10Most small businesseshave nearly equal dailyinflows and outflows.

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSFindingsalonrs iceseP rvSete&ir cepa anRe teninMastaEalRelrhe naOt ssio se icefoPr Servallm esl S esslA insBuch-Te sgh viceiH erSailonctitReustrnCoearh C estla icHe ServlersalehosWl&ta eryMe hincMach g-Te ringh actuiH ufnMa 968 957 896 754 653 648 598 577 445 438 413 409 387 374 381 374 376 369 278 258 272Inflow 249 219 216Outflow 750Median average daily cash outflow and inflow by industry 926Figure 1: Average Daily Cash Flow Levels Vary Widely by IndustrytsanurtasReNote: Outflows refer to debit transactions paid out of any business deposit or savings accounts, such as the purchase of material and payroll, owner transfers out of the account toprivate savings, loan repayments, or tax payments. Inflows refer to credit transactions into any business deposit or savings account, such as revenues, owner transfers into the accountfrom private savings, loan funding, or tax rebates.Source: JPMorgan Chase InstituteMedian average daily outflows and inflows varied substantially across industries. For example, the median small business in thePersonal Services industry had average daily outflows of 216, while the median small business in the Restaurant2 industry hadaverage daily outflows of 957. At the industry level, inflows also tracked outflows closely. Median average daily inflows exceededmedian average daily outflows by a very small amount, ranging from 3 for Personal Services to 30 for High-Tech Manufacturing.Finally, we explored variation in average daily outflows within industries. For each industry, Figure 2 displays the average dailyoutflow for the small business at the median, 25th, and 75th percentiles of the distribution. The range of average daily outflowswithin industries is substantial. Notably, while small businesses in the Restaurant industry had the highest median daily averageoutflows, three other industries—Wholesale, Metal and Machinery Manufacturing, and High-Tech Manufacturing, had higher averagedaily outflows at the 75th percentile. In each of these three industries, over 25 percent of small businesses had average daily outflowsof 2,500 or more.Figure 2: Average Daily Cash Outflows Vary Substantially Within Industries 3,702Average daily cash outflowsWithin-industry variation in average daily cash outflows 3,130 2,649 546 726 778 1,029 1,165 374 369 97 100 108 143 135 139 122&ir cepa anRe teninMar lhe naOt ssio se icefoPr Servllma sl S sseAl inesBuch-Te sgh ceHi erviStRelEaRetesta 374 438 409 272lnarso iceseP rvSe 1,205 1,002 24975thpercentile 1,624 1,460 216 2,404 173onctiailustrnCo 577 199earh C estlca iHe Serv 750 648 191lerWhoaless 200 896 957 242 348ch gl&ta ery-Te ringh actuMe hinicH ufManMaMedian25thpercentiletsanuratsReNote: Outflows refer to debit transactions paid out of any business deposit or savings accounts, such as the purchase of material and payroll, owner transfers out of the account toprivate savings, loan repayments, or tax payments.Source: JPMorgan Chase Institute11

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSFindingsFindingTwoThe median small business holds an average daily cash balance of 12,100,with wide variation across and within industries.Next, we determined the average daily cash balance in our sample. Figure 3 presents the median level of this average daily balancefor our entire sample as well as each of our 12 industries. The median business in our sample held an average daily balance of 12,100. As with cash flows, we also found wide variation in average daily balances across industries. At the lower extreme, smallbusinesses in the Personal Services industry had a median average daily balance of 5,300. In contrast, the High-Tech Manufacturingindustry had a median average daily balance of 34,200.Figure 3: Average Daily Cash Balances Vary Widely by IndustryMedian average daily cash balance by industry 34,200 24,500 18,500 19,600 16,000 14,000 14,100 14,400 12,100 9,500Note: Balances refer to the amount of cash held by a business across all of its business deposit or savings accounts.12High-TechManufacturingMetal & MachineryHealth Care ServicesWholesalersRestaurantsHigh-Tech ServicesOther ProfessionalServicesReal EstateAll Small BusinessesConstructionRetail 5,900Repair &MaintenancePersonal Services 5,300 10,700Source: JPMorgan Chase Institute

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSFindingsFigure 4 displays the average daily balances in each industry for the median, 25th, and 75th percentiles of the distribution. As wasthe case with average daily outflows, the range of average daily balances within industries is also sizeable. In two industries—Metaland Machinery Manufacturing and High-Tech Manufacturing—small businesses at the 75th percentile hold relatively large averagedaily balances, in each case over 100,000. In contrast, in seven of 12 industries—Personal Services, Repair & Maintenance, Retail,Construction, Real Estate, Other Professional Services, and High-Tech Services—small businesses at the 25th percentile hold averagedaily balances of 5,000 or less.Figure 4: Average Daily Cash Balances Vary Substantially Within IndustriesWithin-industry variation in average daily cash balance 142,30075thpercentile 108,200 69,900 60,500 50,200 45,900 19,600 18,500 16,000 14,400 14,100 14,000 12,100 10,700 19,900 5,900 5,300 16,200 9,500 33,800 34,200 34,200 48,200 24,500 41,700 45,800MedianNote: Balances refer to the amount of cash held by a business across all its business deposit or savings accounts.High-TechManufacturingMetal & MachineryHealth Care ServicesWholesalersRestaurantsHigh-Tech ServicesOther ProfessionalServicesReal EstateAll Small BusinessesConstructionRetailRepair &MaintenancePersonal Services 8,400 4,700 4,200 4,100 5,700 5,100 6,000 6,200 1,800 1,900 2,800 3,400 3,60025thpercentileSource: JPMorgan Chase InstituteUnlike what we observed for average daily outflows, the median average daily balance does offer an informative summary of theoverall distribution of balances within the industry. In most industries, the small business at the 75th percentile of the average dailybalance distribution has three to four times the average daily balance of the median small business in the industry. This stands incontrast to average daily outflows, where the industry with the largest median average daily outflow did not have the largest averagedaily outflow at the 75th percentile.13

CASH IS KING: FLOWS, BALANCES, AND BUFFER DAYSFindingsFindingThreeThe median small business holds 27 cash buffer days in reserve.Cash balances held by a business provide a buffer to absorb unexpected shortfalls in revenues or increases in expenses. Access tocredit or other resources can provide some protection, but most small businesses have limited access to financing.3 However, cashbalances without context or scale have limited value as a measure of resilience.We provide an enhanced view of financial resilience by introducing a new concept: cash buffer days. Cash buffer days are the numberof days of cash outflows a business could pay out of its cash balance were its inflows to stop.4 We estimate cash buffer days for abusiness by computing the ratio of its average daily cash balance to its average daily cash outflows. Figure 5 illustrates the overalldistribution of cash buffer days across our sample.Figure 5: The Median Small Business Holds 27 Cash Buffer Days in Reserve 13 DAYSDistribution of cash buffer days25th percentileCash buffer days are the number of daysof cash outflows a business could pay out ofits cash balance were its inflows to stop. Weestimate cash buffer days for a business bycomputing the ratio of its avera

The median small restaurant holds 16 cash buffer days in reserve. The median small business in the real estate industry holds 47 cash buffer days in reserve. Cash buffer days are the number of days of cash outflows a business could pay out of its cash balance were its inflows to stop. We estimate cash buffer days for a business by

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