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. 2021 Dec 10;141:1–12. doi: 10.1016/j.jbusres.2021.12.006

Table 2.

Construct and item reliability.

Construct and item Factor loading AVE CR α
Supply-side shocks
SS1: Loss of key suppliers. 0.88 0.69 0.86 0.87
SS2: Unstable quantity of supplies. 0.82
SS3: Unavailability of transportation services. 0.84
SS4: Unstable quality of product supplies. 0.77
Production side shocks
PS1: Shortage of skilled workforce for production. 0.86 0.71 0.87 0.91
PS2: Production failure and food waste. 0.79
PS3: Delays in production time and delivery. 0.85
PS4: Issues with production quality. 0.87
Demand-side shocks
DS1: Panic buying; drastic change in demand. 0.81 0.66 0.84 0.86
DS2: Hoarding behaviour. 0.89
DS3: Inaccurate demand forecasting. 0.79
DS4: Insufficient or distorted demand information. 0.76
COVID-19 shocks
CS1: Supply side shocks, 0.83 0.7 0.83
CS2: Production side shocks, 0.81
CS3: Demand side shocks, 0.88
Readiness
Rdns1: Our firm proactively switched to remote work and ensured workers safety and well-being. 0.73 0.63 0.77 0.85
Rdns2: Our firm organised the excess stock and minimised unnecessary expenses to deal with unanticipated shocks. 0.74
Rdns3: Our firm proactively trained workforces to deal with potential uncertainties. 0.93
Rdns4: Our firm has backward and forward integration. 0.77
Rdns5: Our firm implemented omnichannel. 0.76
Response
Resp1: Our firm has effectively responded to the unexpected shocks of the pandemic. 0.71 0.61 0.77 0.84
Resp2: Our firm maintained close coordination with government and industry bodies for support. 0.67
Resp3: Our firm extended payables and expedited receivables. 0.91
Resp4: Our firm continued employees’ screening, safety and well-being. 0.68
Resp5: Our firm introduced flexibility in contracts with value chain partners (partial order and payment, partial shipments etc.). 0.72
Resp6: In response to social distancing, our firm quickly moved to telework/flexible work arrangements. 0.94
Recovery
Rec1: Our firm has better-absorbed shocks and recovered in a short time. 0.75 0.62 0.8 0.81
Rec2: Our firm formed a cross-sector collaboration to restructure the current business model and recover from crises at less cost. 0.69
Rec3: Our firm has reinvigorated operational costs (re-budgeting, refinancing of the loan, sold un-productive assets, restaffing) to recover back to a normal state. 0.78
Rec4: Our firm has been reflecting and reimagining current business by integrating digital capabilities and reconsidering current buyers/suppliers’ networks. 0.92
Global food value chain’s competitiveness
Comparing to the competitors, our firm has better:
GFVCC1: customer satisfaction and value. 0.95 0.83 0.95 0.93
GFVCC2: delivery dependability. 0.98
GFVCC3: return on investment. 0.96
GFVCC4: time to market. 0.68
GFVCC5: growth in market share. 0.94